YOLOV8 Crack Detection Model¶
Initial Setup¶
Initial setup involve downloading and installing the ultralytics library which contains yolov8. The Ultralytics library is an open-source collection of machine learning models, software, and utilities designed for object detection tasks, centered around the YOLO (You Only Look Once) algorithms. YOLOv8, one of the most recent installments from Ultralytics, is an advanced object detection model specifically designed for speed and accuracy of real-time object detection. The Utlralytics library and yolov8 model are built on top of the PyTorch deep learning framework. The libary makes it easy to train, test, and deploy object detection models, compared to the traditional (and significantly more difficult) PyTorch workflow.
The following code block installs the Ultralytics library and downloads the yolov8 model.
References:
Ultralytics GitHub
Ultralytics YOLOv8 Documentaion
In [ ]:
%pip install ultralytics==8.0.196
# Imports
from IPython import display
display.clear_output()
import ultralytics
ultralytics.checks()
Ultralytics YOLOv8.0.196 Python-3.10.11 torch-2.0.1+cu117 CUDA:0 (NVIDIA GeForce RTX 4070 Ti, 12282MiB) Setup complete (12 CPUs, 63.7 GB RAM, 988.8/1862.3 GB disk)
In [ ]:
from ultralytics import YOLO
from IPython.display import display, Image
Roboflow Installation¶
Roboflow is a data management platform that allows you to upload, organize, and preprocess your data for machine learning. For the purposes of this project, Roboflow was used to download the crack detection dataset. The dataset was then converted to the YOLO format and uploaded to the Ultralytics library for training.
The following code block installs the Roboflow library amd downloads the crack detection dataset.
References:
Roboflow Documentation
Roboflow Crack Detection Dataset
In [ ]:
from roboflow import Roboflow
rf = Roboflow(api_key="nJMTmuFQKhTA2Pdmj9xW")
project = rf.workspace("university-bswxt").project("crack-bphdr")
version = project.version(2)
dataset = version.download("yolov8")
loading Roboflow workspace... loading Roboflow project...
Training on a Custom Datatset¶
Using the Roboflow library, the crack detection dataset was downloaded and converted to the YOLO format. The dataset was then uploaded to the Ultralytics library for training.
Training the Model¶
The training process is inititated by the following terminal command. The command sets the task to detect and the mode to train. This means that the model will be trained for task of object detection. The model is initialized using yolov8s.pt, which is a pretrained model file. The dataset is specified using the --data flag, which points to the crack.yaml file. The number of epochs is set to 30 and image size is set to 800 pixels. It is common practice is to start with a smaller image size and increase it as needed. Please note that the output for the training process is truncated in this notebook, however, the full output is displayed when this notebook it exported to a .html file. Please continue to scroll down past the training output to view the rest of the cells in this notebook.
In [ ]:
!yolo task=detect mode=train model=yolov8s.pt data="C:\\Users\\Marcus\\Desktop\\Share Folder\\Yolov8\\crack-2\\data.yaml" epochs=30 imgsz=800 plots=True
New https://pypi.org/project/ultralytics/8.2.2 available Update with 'pip install -U ultralytics' Ultralytics YOLOv8.0.196 Python-3.10.11 torch-2.0.1+cu117 CUDA:0 (NVIDIA GeForce RTX 4070 Ti, 12282MiB) engine\trainer: task=detect, mode=train, model=yolov8s.pt, data=C:\\Users\\Marcus\\Desktop\\Share Folder\\Yolov8\\crack-2\\data.yaml, epochs=30, patience=50, batch=16, imgsz=800, save=True, save_period=-1, cache=False, device=None, workers=8, project=None, name=None, exist_ok=False, pretrained=True, optimizer=auto, verbose=True, seed=0, deterministic=True, single_cls=False, rect=False, cos_lr=False, close_mosaic=10, resume=False, amp=True, fraction=1.0, profile=False, freeze=None, overlap_mask=True, mask_ratio=4, dropout=0.0, val=True, split=val, save_json=False, save_hybrid=False, conf=None, iou=0.7, max_det=300, half=False, dnn=False, plots=True, source=None, show=False, save_txt=False, save_conf=False, save_crop=False, show_labels=True, show_conf=True, vid_stride=1, stream_buffer=False, line_width=None, visualize=False, augment=False, agnostic_nms=False, classes=None, retina_masks=False, boxes=True, format=torchscript, keras=False, optimize=False, int8=False, dynamic=False, simplify=False, opset=None, workspace=4, nms=False, lr0=0.01, lrf=0.01, momentum=0.937, weight_decay=0.0005, warmup_epochs=3.0, warmup_momentum=0.8, warmup_bias_lr=0.1, box=7.5, cls=0.5, dfl=1.5, pose=12.0, kobj=1.0, label_smoothing=0.0, nbs=64, hsv_h=0.015, hsv_s=0.7, hsv_v=0.4, degrees=0.0, translate=0.1, scale=0.5, shear=0.0, perspective=0.0, flipud=0.0, fliplr=0.5, mosaic=1.0, mixup=0.0, copy_paste=0.0, cfg=None, tracker=botsort.yaml, save_dir=runs\detect\train5 Overriding model.yaml nc=80 with nc=1 from n params module arguments 0 -1 1 928 ultralytics.nn.modules.conv.Conv [3, 32, 3, 2] 1 -1 1 18560 ultralytics.nn.modules.conv.Conv [32, 64, 3, 2] 2 -1 1 29056 ultralytics.nn.modules.block.C2f [64, 64, 1, True] 3 -1 1 73984 ultralytics.nn.modules.conv.Conv [64, 128, 3, 2] 4 -1 2 197632 ultralytics.nn.modules.block.C2f [128, 128, 2, True] 5 -1 1 295424 ultralytics.nn.modules.conv.Conv [128, 256, 3, 2] 6 -1 2 788480 ultralytics.nn.modules.block.C2f [256, 256, 2, True] 7 -1 1 1180672 ultralytics.nn.modules.conv.Conv [256, 512, 3, 2] 8 -1 1 1838080 ultralytics.nn.modules.block.C2f [512, 512, 1, True] 9 -1 1 656896 ultralytics.nn.modules.block.SPPF [512, 512, 5] 10 -1 1 0 torch.nn.modules.upsampling.Upsample [None, 2, 'nearest'] 11 [-1, 6] 1 0 ultralytics.nn.modules.conv.Concat [1] 12 -1 1 591360 ultralytics.nn.modules.block.C2f [768, 256, 1] 13 -1 1 0 torch.nn.modules.upsampling.Upsample [None, 2, 'nearest'] 14 [-1, 4] 1 0 ultralytics.nn.modules.conv.Concat [1] 15 -1 1 148224 ultralytics.nn.modules.block.C2f [384, 128, 1] 16 -1 1 147712 ultralytics.nn.modules.conv.Conv [128, 128, 3, 2] 17 [-1, 12] 1 0 ultralytics.nn.modules.conv.Concat [1] 18 -1 1 493056 ultralytics.nn.modules.block.C2f [384, 256, 1] 19 -1 1 590336 ultralytics.nn.modules.conv.Conv [256, 256, 3, 2] 20 [-1, 9] 1 0 ultralytics.nn.modules.conv.Concat [1] 21 -1 1 1969152 ultralytics.nn.modules.block.C2f [768, 512, 1] 22 [15, 18, 21] 1 2116435 ultralytics.nn.modules.head.Detect [1, [128, 256, 512]] Model summary: 225 layers, 11135987 parameters, 11135971 gradients, 28.6 GFLOPs Transferred 349/355 items from pretrained weights Freezing layer 'model.22.dfl.conv.weight' AMP: running Automatic Mixed Precision (AMP) checks with YOLOv8n... AMP: checks passed train: Scanning C:\Users\Marcus\Desktop\Share Folder\Yolov8\crack-2\train\labels.cache... 3717 images, 0 backgrounds, 0 corrupt: 100%|██████████| 3717/3717 [00:00<?, ?it/s] train: Scanning C:\Users\Marcus\Desktop\Share Folder\Yolov8\crack-2\train\labels.cache... 3717 images, 0 backgrounds, 0 corrupt: 100%|██████████| 3717/3717 [00:00<?, ?it/s] val: Scanning C:\Users\Marcus\Desktop\Share Folder\Yolov8\crack-2\valid\labels.cache... 200 images, 1 backgrounds, 0 corrupt: 100%|██████████| 200/200 [00:00<?, ?it/s] val: Scanning C:\Users\Marcus\Desktop\Share Folder\Yolov8\crack-2\valid\labels.cache... 200 images, 1 backgrounds, 0 corrupt: 100%|██████████| 200/200 [00:00<?, ?it/s] Plotting labels to runs\detect\train5\labels.jpg... optimizer: 'optimizer=auto' found, ignoring 'lr0=0.01' and 'momentum=0.937' and determining best 'optimizer', 'lr0' and 'momentum' automatically... optimizer: AdamW(lr=0.002, momentum=0.9) with parameter groups 57 weight(decay=0.0), 64 weight(decay=0.0005), 63 bias(decay=0.0) Image sizes 800 train, 800 val Using 8 dataloader workers Logging results to runs\detect\train5 Starting training for 30 epochs... Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size 0%| | 0/233 [00:00<?, ?it/s] 1/30 5.49G 2.022 6.211 1.852 49 800: 0%| | 0/233 [00:00<?, ?it/s] 1/30 5.49G 2.022 6.211 1.852 49 800: 0%| | 1/233 [00:00<02:43, 1.42it/s] 1/30 5.49G 2.177 5.924 1.969 58 800: 0%| | 1/233 [00:01<02:43, 1.42it/s] 1/30 5.49G 2.177 5.924 1.969 58 800: 1%| | 2/233 [00:01<01:47, 2.15it/s] 1/30 5.49G 2.211 7.119 2.005 37 800: 1%| | 2/233 [00:01<01:47, 2.15it/s] 1/30 5.49G 2.211 7.119 2.005 37 800: 1%|▏ | 3/233 [00:01<01:29, 2.57it/s] 1/30 5.49G 2.14 6.953 1.973 44 800: 1%|▏ | 3/233 [00:01<01:29, 2.57it/s] 1/30 5.49G 2.14 6.953 1.973 44 800: 2%|▏ | 4/233 [00:01<01:20, 2.83it/s] 1/30 5.49G 2.106 7.03 1.982 37 800: 2%|▏ | 4/233 [00:01<01:20, 2.83it/s] 1/30 5.49G 2.106 7.03 1.982 37 800: 2%|▏ | 5/233 [00:01<01:13, 3.09it/s] 1/30 5.49G 2.079 6.802 1.96 49 800: 2%|▏ | 5/233 [00:02<01:13, 3.09it/s] 1/30 5.49G 2.079 6.802 1.96 49 800: 3%|▎ | 6/233 [00:02<01:09, 3.27it/s] 1/30 5.49G 2.088 6.955 1.944 42 800: 3%|▎ | 6/233 [00:02<01:09, 3.27it/s] 1/30 5.49G 2.088 6.955 1.944 42 800: 3%|▎ | 7/233 [00:02<01:06, 3.39it/s] 1/30 5.49G 2.125 6.861 1.948 45 800: 3%|▎ | 7/233 [00:02<01:06, 3.39it/s] 1/30 5.49G 2.125 6.861 1.948 45 800: 3%|▎ | 8/233 [00:02<01:04, 3.47it/s] 1/30 5.54G 2.13 7.059 1.929 38 800: 3%|▎ | 8/233 [00:02<01:04, 3.47it/s] 1/30 5.54G 2.13 7.059 1.929 38 800: 4%|▍ | 9/233 [00:02<01:05, 3.41it/s] 1/30 5.91G 2.138 6.849 1.946 63 800: 4%|▍ | 9/233 [00:03<01:05, 3.41it/s] 1/30 5.91G 2.138 6.849 1.946 63 800: 4%|▍ | 10/233 [00:03<01:04, 3.45it/s] 1/30 5.91G 2.107 6.703 1.942 37 800: 4%|▍ | 10/233 [00:03<01:04, 3.45it/s] 1/30 5.91G 2.107 6.703 1.942 37 800: 5%|▍ | 11/233 [00:03<01:03, 3.51it/s] 1/30 5.91G 2.062 6.524 1.925 35 800: 5%|▍ | 11/233 [00:03<01:03, 3.51it/s] 1/30 5.91G 2.062 6.524 1.925 35 800: 5%|▌ | 12/233 [00:03<01:02, 3.53it/s] 1/30 5.91G 2.026 6.298 1.907 45 800: 5%|▌ | 12/233 [00:04<01:02, 3.53it/s] 1/30 5.91G 2.026 6.298 1.907 45 800: 6%|▌ | 13/233 [00:04<01:01, 3.55it/s] 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1.408 2.857 1.434 42 800: 31%|███ | 72/233 [00:21<00:49, 3.28it/s] 1/30 5.91G 1.41 2.844 1.435 45 800: 31%|███ | 72/233 [00:21<00:49, 3.28it/s] 1/30 5.91G 1.41 2.844 1.435 45 800: 31%|███▏ | 73/233 [00:21<00:49, 3.25it/s] 1/30 5.91G 1.408 2.826 1.433 48 800: 31%|███▏ | 73/233 [00:21<00:49, 3.25it/s] 1/30 5.91G 1.408 2.826 1.433 48 800: 32%|███▏ | 74/233 [00:21<00:48, 3.26it/s] 1/30 5.91G 1.406 2.81 1.431 31 800: 32%|███▏ | 74/233 [00:22<00:48, 3.26it/s] 1/30 5.91G 1.406 2.81 1.431 31 800: 32%|███▏ | 75/233 [00:22<00:47, 3.32it/s] 1/30 5.91G 1.402 2.792 1.427 42 800: 32%|███▏ | 75/233 [00:22<00:47, 3.32it/s] 1/30 5.91G 1.402 2.792 1.427 42 800: 33%|███▎ | 76/233 [00:22<00:46, 3.40it/s] 1/30 5.91G 1.402 2.775 1.428 48 800: 33%|███▎ | 76/233 [00:22<00:46, 3.40it/s] 1/30 5.91G 1.402 2.775 1.428 48 800: 33%|███▎ | 77/233 [00:22<00:45, 3.46it/s] 1/30 5.91G 1.406 2.762 1.429 33 800: 33%|███▎ | 77/233 [00:23<00:45, 3.46it/s] 1/30 5.91G 1.406 2.762 1.429 33 800: 33%|███▎ | 78/233 [00:23<00:44, 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[00:32<00:36, 3.36it/s] 1/30 5.91G 1.401 2.428 1.415 43 800: 47%|████▋ | 110/233 [00:32<00:36, 3.36it/s] 1/30 5.91G 1.398 2.417 1.413 39 800: 47%|████▋ | 110/233 [00:32<00:36, 3.36it/s] 1/30 5.91G 1.398 2.417 1.413 39 800: 48%|████▊ | 111/233 [00:32<00:36, 3.36it/s] 1/30 5.91G 1.397 2.41 1.413 46 800: 48%|████▊ | 111/233 [00:33<00:36, 3.36it/s] 1/30 5.91G 1.397 2.41 1.413 46 800: 48%|████▊ | 112/233 [00:33<00:36, 3.32it/s] 1/30 5.91G 1.398 2.401 1.412 35 800: 48%|████▊ | 112/233 [00:33<00:36, 3.32it/s] 1/30 5.91G 1.398 2.401 1.412 35 800: 48%|████▊ | 113/233 [00:33<00:36, 3.32it/s] 1/30 5.91G 1.398 2.393 1.411 57 800: 48%|████▊ | 113/233 [00:33<00:36, 3.32it/s] 1/30 5.91G 1.398 2.393 1.411 57 800: 49%|████▉ | 114/233 [00:33<00:35, 3.32it/s] 1/30 5.91G 1.398 2.385 1.412 46 800: 49%|████▉ | 114/233 [00:33<00:35, 3.32it/s] 1/30 5.91G 1.398 2.385 1.412 46 800: 49%|████▉ | 115/233 [00:33<00:35, 3.33it/s] 1/30 5.91G 1.4 2.377 1.413 41 800: 49%|████▉ | 115/233 [00:34<00:35, 3.33it/s] 1/30 5.91G 1.4 2.377 1.413 41 800: 50%|████▉ | 116/233 [00:34<00:35, 3.32it/s] 1/30 5.91G 1.4 2.371 1.413 41 800: 50%|████▉ | 116/233 [00:34<00:35, 3.32it/s] 1/30 5.91G 1.4 2.371 1.413 41 800: 50%|█████ | 117/233 [00:34<00:34, 3.33it/s] 1/30 5.91G 1.401 2.364 1.413 41 800: 50%|█████ | 117/233 [00:34<00:34, 3.33it/s] 1/30 5.91G 1.401 2.364 1.413 41 800: 51%|█████ | 118/233 [00:34<00:33, 3.41it/s] 1/30 5.91G 1.401 2.358 1.413 41 800: 51%|█████ | 118/233 [00:35<00:33, 3.41it/s] 1/30 5.91G 1.401 2.358 1.413 41 800: 51%|█████ | 119/233 [00:35<00:33, 3.38it/s] 1/30 5.91G 1.403 2.355 1.415 39 800: 51%|█████ | 119/233 [00:35<00:33, 3.38it/s] 1/30 5.91G 1.403 2.355 1.415 39 800: 52%|█████▏ | 120/233 [00:35<00:32, 3.45it/s] 1/30 5.91G 1.408 2.354 1.417 33 800: 52%|█████▏ | 120/233 [00:35<00:32, 3.45it/s] 1/30 5.91G 1.408 2.354 1.417 33 800: 52%|█████▏ | 121/233 [00:35<00:32, 3.42it/s] 1/30 5.91G 1.408 2.348 1.416 55 800: 52%|█████▏ | 121/233 [00:36<00:32, 3.42it/s] 1/30 5.91G 1.408 2.348 1.416 55 800: 52%|█████▏ | 122/233 [00:36<00:32, 3.46it/s] 1/30 5.91G 1.406 2.34 1.416 36 800: 52%|█████▏ | 122/233 [00:36<00:32, 3.46it/s] 1/30 5.91G 1.406 2.34 1.416 36 800: 53%|█████▎ | 123/233 [00:36<00:32, 3.42it/s] 1/30 5.91G 1.406 2.334 1.417 44 800: 53%|█████▎ | 123/233 [00:36<00:32, 3.42it/s] 1/30 5.91G 1.406 2.334 1.417 44 800: 53%|█████▎ | 124/233 [00:36<00:31, 3.49it/s] 1/30 5.91G 1.405 2.328 1.416 49 800: 53%|█████▎ | 124/233 [00:36<00:31, 3.49it/s] 1/30 5.91G 1.405 2.328 1.416 49 800: 54%|█████▎ | 125/233 [00:36<00:31, 3.43it/s] 1/30 5.91G 1.405 2.321 1.416 35 800: 54%|█████▎ | 125/233 [00:37<00:31, 3.43it/s] 1/30 5.91G 1.405 2.321 1.416 35 800: 54%|█████▍ | 126/233 [00:37<00:30, 3.48it/s] 1/30 5.91G 1.404 2.314 1.414 54 800: 54%|█████▍ | 126/233 [00:37<00:30, 3.48it/s] 1/30 5.91G 1.404 2.314 1.414 54 800: 55%|█████▍ | 127/233 [00:37<00:31, 3.39it/s] 1/30 5.91G 1.404 2.31 1.414 27 800: 55%|█████▍ | 127/233 [00:37<00:31, 3.39it/s] 1/30 5.91G 1.404 2.31 1.414 27 800: 55%|█████▍ | 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[00:39<00:30, 3.28it/s] 1/30 5.91G 1.403 2.273 1.414 46 800: 58%|█████▊ | 134/233 [00:39<00:30, 3.28it/s] 1/30 5.91G 1.403 2.273 1.414 46 800: 58%|█████▊ | 135/233 [00:39<00:29, 3.28it/s] 1/30 5.91G 1.402 2.267 1.413 48 800: 58%|█████▊ | 135/233 [00:40<00:29, 3.28it/s] 1/30 5.91G 1.402 2.267 1.413 48 800: 58%|█████▊ | 136/233 [00:40<00:28, 3.35it/s] 1/30 5.91G 1.402 2.263 1.412 49 800: 58%|█████▊ | 136/233 [00:40<00:28, 3.35it/s] 1/30 5.91G 1.402 2.263 1.412 49 800: 59%|█████▉ | 137/233 [00:40<00:28, 3.36it/s] 1/30 5.91G 1.402 2.258 1.413 35 800: 59%|█████▉ | 137/233 [00:40<00:28, 3.36it/s] 1/30 5.91G 1.402 2.258 1.413 35 800: 59%|█████▉ | 138/233 [00:40<00:27, 3.43it/s] 1/30 5.91G 1.403 2.254 1.414 35 800: 59%|█████▉ | 138/233 [00:41<00:27, 3.43it/s] 1/30 5.91G 1.403 2.254 1.414 35 800: 60%|█████▉ | 139/233 [00:41<00:27, 3.41it/s] 1/30 5.91G 1.403 2.25 1.414 42 800: 60%|█████▉ | 139/233 [00:41<00:27, 3.41it/s] 1/30 5.91G 1.403 2.25 1.414 42 800: 60%|██████ | 140/233 [00:41<00:26, 3.45it/s] 1/30 5.91G 1.403 2.244 1.414 42 800: 60%|██████ | 140/233 [00:41<00:26, 3.45it/s] 1/30 5.91G 1.403 2.244 1.414 42 800: 61%|██████ | 141/233 [00:41<00:26, 3.44it/s] 1/30 5.91G 1.403 2.237 1.413 43 800: 61%|██████ | 141/233 [00:41<00:26, 3.44it/s] 1/30 5.91G 1.403 2.237 1.413 43 800: 61%|██████ | 142/233 [00:41<00:26, 3.48it/s] 1/30 5.91G 1.402 2.231 1.412 35 800: 61%|██████ | 142/233 [00:42<00:26, 3.48it/s] 1/30 5.91G 1.402 2.231 1.412 35 800: 61%|██████▏ | 143/233 [00:42<00:26, 3.41it/s] 1/30 5.91G 1.403 2.227 1.413 38 800: 61%|██████▏ | 143/233 [00:42<00:26, 3.41it/s] 1/30 5.91G 1.403 2.227 1.413 38 800: 62%|██████▏ | 144/233 [00:42<00:25, 3.46it/s] 1/30 5.91G 1.401 2.221 1.412 40 800: 62%|██████▏ | 144/233 [00:42<00:25, 3.46it/s] 1/30 5.91G 1.401 2.221 1.412 40 800: 62%|██████▏ | 145/233 [00:42<00:25, 3.41it/s] 1/30 5.91G 1.402 2.216 1.411 52 800: 62%|██████▏ | 145/233 [00:43<00:25, 3.41it/s] 1/30 5.91G 1.402 2.216 1.411 52 800: 63%|██████▎ | 146/233 [00:43<00:25, 3.41it/s] 1/30 5.91G 1.403 2.212 1.412 35 800: 63%|██████▎ | 146/233 [00:43<00:25, 3.41it/s] 1/30 5.91G 1.403 2.212 1.412 35 800: 63%|██████▎ | 147/233 [00:43<00:25, 3.37it/s] 1/30 5.91G 1.403 2.207 1.412 42 800: 63%|██████▎ | 147/233 [00:43<00:25, 3.37it/s] 1/30 5.91G 1.403 2.207 1.412 42 800: 64%|██████▎ | 148/233 [00:43<00:25, 3.35it/s] 1/30 5.91G 1.404 2.205 1.412 37 800: 64%|██████▎ | 148/233 [00:44<00:25, 3.35it/s] 1/30 5.91G 1.404 2.205 1.412 37 800: 64%|██████▍ | 149/233 [00:44<00:25, 3.28it/s] 1/30 5.91G 1.404 2.2 1.413 39 800: 64%|██████▍ | 149/233 [00:44<00:25, 3.28it/s] 1/30 5.91G 1.404 2.2 1.413 39 800: 64%|██████▍ | 150/233 [00:44<00:25, 3.31it/s] 1/30 5.91G 1.403 2.193 1.411 45 800: 64%|██████▍ | 150/233 [00:44<00:25, 3.31it/s] 1/30 5.91G 1.403 2.193 1.411 45 800: 65%|██████▍ | 151/233 [00:44<00:25, 3.26it/s] 1/30 5.91G 1.401 2.187 1.41 44 800: 65%|██████▍ | 151/233 [00:44<00:25, 3.26it/s] 1/30 5.91G 1.401 2.187 1.41 44 800: 65%|██████▌ | 152/233 [00:44<00:24, 3.29it/s] 1/30 5.91G 1.403 2.183 1.411 41 800: 65%|██████▌ | 152/233 [00:45<00:24, 3.29it/s] 1/30 5.91G 1.403 2.183 1.411 41 800: 66%|██████▌ | 153/233 [00:45<00:25, 3.19it/s] 1/30 5.91G 1.402 2.178 1.41 50 800: 66%|██████▌ | 153/233 [00:45<00:25, 3.19it/s] 1/30 5.91G 1.402 2.178 1.41 50 800: 66%|██████▌ | 154/233 [00:45<00:23, 3.30it/s] 1/30 5.91G 1.402 2.174 1.411 38 800: 66%|██████▌ | 154/233 [00:45<00:23, 3.30it/s] 1/30 5.91G 1.402 2.174 1.411 38 800: 67%|██████▋ | 155/233 [00:45<00:23, 3.27it/s] 1/30 5.91G 1.402 2.17 1.411 44 800: 67%|██████▋ | 155/233 [00:46<00:23, 3.27it/s] 1/30 5.91G 1.402 2.17 1.411 44 800: 67%|██████▋ | 156/233 [00:46<00:23, 3.31it/s] 1/30 5.91G 1.403 2.166 1.411 47 800: 67%|██████▋ | 156/233 [00:46<00:23, 3.31it/s] 1/30 5.91G 1.403 2.166 1.411 47 800: 67%|██████▋ | 157/233 [00:46<00:22, 3.31it/s] 1/30 5.91G 1.401 2.16 1.41 37 800: 67%|██████▋ | 157/233 [00:46<00:22, 3.31it/s] 1/30 5.91G 1.401 2.16 1.41 37 800: 68%|██████▊ | 158/233 [00:46<00:22, 3.34it/s] 1/30 5.91G 1.4 2.154 1.409 38 800: 68%|██████▊ | 158/233 [00:47<00:22, 3.34it/s] 1/30 5.91G 1.4 2.154 1.409 38 800: 68%|██████▊ | 159/233 [00:47<00:22, 3.25it/s] 1/30 5.91G 1.4 2.148 1.409 41 800: 68%|██████▊ | 159/233 [00:47<00:22, 3.25it/s] 1/30 5.91G 1.4 2.148 1.409 41 800: 69%|██████▊ | 160/233 [00:47<00:21, 3.40it/s] 1/30 5.91G 1.399 2.143 1.408 43 800: 69%|██████▊ | 160/233 [00:47<00:21, 3.40it/s] 1/30 5.91G 1.399 2.143 1.408 43 800: 69%|██████▉ | 161/233 [00:47<00:20, 3.48it/s] 1/30 5.91G 1.399 2.138 1.408 31 800: 69%|██████▉ | 161/233 [00:47<00:20, 3.48it/s] 1/30 5.91G 1.399 2.138 1.408 31 800: 70%|██████▉ | 162/233 [00:47<00:19, 3.60it/s] 1/30 5.91G 1.398 2.134 1.407 51 800: 70%|██████▉ | 162/233 [00:48<00:19, 3.60it/s] 1/30 5.91G 1.398 2.134 1.407 51 800: 70%|██████▉ | 163/233 [00:48<00:19, 3.62it/s] 1/30 5.91G 1.399 2.131 1.408 58 800: 70%|██████▉ | 163/233 [00:48<00:19, 3.62it/s] 1/30 5.91G 1.399 2.131 1.408 58 800: 70%|███████ | 164/233 [00:48<00:18, 3.67it/s] 1/30 5.91G 1.4 2.127 1.409 46 800: 70%|███████ | 164/233 [00:48<00:18, 3.67it/s] 1/30 5.91G 1.4 2.127 1.409 46 800: 71%|███████ | 165/233 [00:48<00:18, 3.64it/s] 1/30 5.91G 1.401 2.124 1.41 31 800: 71%|███████ | 165/233 [00:48<00:18, 3.64it/s] 1/30 5.91G 1.401 2.124 1.41 31 800: 71%|███████ | 166/233 [00:48<00:18, 3.69it/s] 1/30 5.91G 1.4 2.12 1.409 33 800: 71%|███████ | 166/233 [00:49<00:18, 3.69it/s] 1/30 5.91G 1.4 2.12 1.409 33 800: 72%|███████▏ | 167/233 [00:49<00:18, 3.58it/s] 1/30 5.91G 1.399 2.116 1.408 49 800: 72%|███████▏ | 167/233 [00:49<00:18, 3.58it/s] 1/30 5.91G 1.399 2.116 1.408 49 800: 72%|███████▏ | 168/233 [00:49<00:18, 3.60it/s] 1/30 5.91G 1.4 2.113 1.41 39 800: 72%|███████▏ | 168/233 [00:49<00:18, 3.60it/s] 1/30 5.91G 1.4 2.113 1.41 39 800: 73%|███████▎ | 169/233 [00:49<00:18, 3.55it/s] 1/30 5.91G 1.4 2.109 1.409 30 800: 73%|███████▎ | 169/233 [00:50<00:18, 3.55it/s] 1/30 5.91G 1.4 2.109 1.409 30 800: 73%|███████▎ | 170/233 [00:50<00:17, 3.59it/s] 1/30 5.91G 1.401 2.105 1.409 47 800: 73%|███████▎ | 170/233 [00:50<00:17, 3.59it/s] 1/30 5.91G 1.401 2.105 1.409 47 800: 73%|███████▎ | 171/233 [00:50<00:17, 3.51it/s] 1/30 5.91G 1.4 2.101 1.409 58 800: 73%|███████▎ | 171/233 [00:50<00:17, 3.51it/s] 1/30 5.91G 1.4 2.101 1.409 58 800: 74%|███████▍ | 172/233 [00:50<00:17, 3.58it/s] 1/30 5.91G 1.4 2.098 1.408 39 800: 74%|███████▍ | 172/233 [00:50<00:17, 3.58it/s] 1/30 5.91G 1.4 2.098 1.408 39 800: 74%|███████▍ | 173/233 [00:50<00:17, 3.48it/s] 1/30 5.91G 1.4 2.095 1.408 45 800: 74%|███████▍ | 173/233 [00:51<00:17, 3.48it/s] 1/30 5.91G 1.4 2.095 1.408 45 800: 75%|███████▍ | 174/233 [00:51<00:16, 3.51it/s] 1/30 5.91G 1.398 2.089 1.407 37 800: 75%|███████▍ | 174/233 [00:51<00:16, 3.51it/s] 1/30 5.91G 1.398 2.089 1.407 37 800: 75%|███████▌ | 175/233 [00:51<00:17, 3.41it/s] 1/30 5.91G 1.398 2.085 1.406 42 800: 75%|███████▌ | 175/233 [00:51<00:17, 3.41it/s] 1/30 5.91G 1.398 2.085 1.406 42 800: 76%|███████▌ | 176/233 [00:51<00:17, 3.34it/s] 1/30 5.91G 1.398 2.082 1.405 39 800: 76%|███████▌ | 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81%|████████ | 188/233 [00:55<00:12, 3.55it/s] 1/30 5.91G 1.402 2.051 1.406 39 800: 81%|████████ | 189/233 [00:55<00:12, 3.52it/s] 1/30 5.91G 1.403 2.049 1.407 51 800: 81%|████████ | 189/233 [00:55<00:12, 3.52it/s] 1/30 5.91G 1.403 2.049 1.407 51 800: 82%|████████▏ | 190/233 [00:55<00:12, 3.47it/s] 1/30 5.91G 1.404 2.047 1.407 35 800: 82%|████████▏ | 190/233 [00:56<00:12, 3.47it/s] 1/30 5.91G 1.404 2.047 1.407 35 800: 82%|████████▏ | 191/233 [00:56<00:12, 3.47it/s] 1/30 5.91G 1.405 2.045 1.408 44 800: 82%|████████▏ | 191/233 [00:56<00:12, 3.47it/s] 1/30 5.91G 1.405 2.045 1.408 44 800: 82%|████████▏ | 192/233 [00:56<00:11, 3.52it/s] 1/30 5.91G 1.405 2.043 1.409 31 800: 82%|████████▏ | 192/233 [00:56<00:11, 3.52it/s] 1/30 5.91G 1.405 2.043 1.409 31 800: 83%|████████▎ | 193/233 [00:56<00:11, 3.45it/s] 1/30 5.91G 1.405 2.041 1.409 46 800: 83%|████████▎ | 193/233 [00:56<00:11, 3.45it/s] 1/30 5.91G 1.405 2.041 1.409 46 800: 83%|████████▎ | 194/233 [00:56<00:11, 3.46it/s] 1/30 5.91G 1.405 2.039 1.409 35 800: 83%|████████▎ | 194/233 [00:57<00:11, 3.46it/s] 1/30 5.91G 1.405 2.039 1.409 35 800: 84%|████████▎ | 195/233 [00:57<00:10, 3.47it/s] 1/30 5.91G 1.405 2.036 1.409 41 800: 84%|████████▎ | 195/233 [00:57<00:10, 3.47it/s] 1/30 5.91G 1.405 2.036 1.409 41 800: 84%|████████▍ | 196/233 [00:57<00:10, 3.49it/s] 1/30 5.91G 1.406 2.035 1.41 36 800: 84%|████████▍ | 196/233 [00:57<00:10, 3.49it/s] 1/30 5.91G 1.406 2.035 1.41 36 800: 85%|████████▍ | 197/233 [00:57<00:10, 3.41it/s] 1/30 5.91G 1.406 2.032 1.41 39 800: 85%|████████▍ | 197/233 [00:58<00:10, 3.41it/s] 1/30 5.91G 1.406 2.032 1.41 39 800: 85%|████████▍ | 198/233 [00:58<00:10, 3.42it/s] 1/30 5.91G 1.405 2.03 1.41 40 800: 85%|████████▍ | 198/233 [00:58<00:10, 3.42it/s] 1/30 5.91G 1.405 2.03 1.41 40 800: 85%|████████▌ | 199/233 [00:58<00:10, 3.37it/s] 1/30 5.91G 1.405 2.028 1.41 45 800: 85%|████████▌ | 199/233 [00:58<00:10, 3.37it/s] 1/30 5.91G 1.405 2.028 1.41 45 800: 86%|████████▌ | 200/233 [00:58<00:09, 3.34it/s] 1/30 5.91G 1.405 2.026 1.41 47 800: 86%|████████▌ | 200/233 [00:59<00:09, 3.34it/s] 1/30 5.91G 1.405 2.026 1.41 47 800: 86%|████████▋ | 201/233 [00:59<00:09, 3.26it/s] 1/30 5.91G 1.405 2.022 1.409 45 800: 86%|████████▋ | 201/233 [00:59<00:09, 3.26it/s] 1/30 5.91G 1.405 2.022 1.409 45 800: 87%|████████▋ | 202/233 [00:59<00:09, 3.30it/s] 1/30 5.91G 1.406 2.021 1.41 45 800: 87%|████████▋ | 202/233 [00:59<00:09, 3.30it/s] 1/30 5.91G 1.406 2.021 1.41 45 800: 87%|████████▋ | 203/233 [00:59<00:09, 3.23it/s] 1/30 5.91G 1.406 2.018 1.409 58 800: 87%|████████▋ | 203/233 [01:00<00:09, 3.23it/s] 1/30 5.91G 1.406 2.018 1.409 58 800: 88%|████████▊ | 204/233 [01:00<00:08, 3.29it/s] 1/30 5.91G 1.406 2.017 1.41 43 800: 88%|████████▊ | 204/233 [01:00<00:08, 3.29it/s] 1/30 5.91G 1.406 2.017 1.41 43 800: 88%|████████▊ | 205/233 [01:00<00:08, 3.26it/s] 1/30 5.91G 1.404 2.014 1.41 42 800: 88%|████████▊ | 205/233 [01:00<00:08, 3.26it/s] 1/30 5.91G 1.404 2.014 1.41 42 800: 88%|████████▊ | 206/233 [01:00<00:08, 3.27it/s] 1/30 5.91G 1.404 2.011 1.41 33 800: 88%|████████▊ | 206/233 [01:00<00:08, 3.27it/s] 1/30 5.91G 1.404 2.011 1.41 33 800: 89%|████████▉ | 207/233 [01:00<00:08, 3.24it/s] 1/30 5.91G 1.406 2.01 1.41 54 800: 89%|████████▉ | 207/233 [01:01<00:08, 3.24it/s] 1/30 5.91G 1.406 2.01 1.41 54 800: 89%|████████▉ | 208/233 [01:01<00:07, 3.27it/s] 1/30 5.91G 1.405 2.006 1.41 35 800: 89%|████████▉ | 208/233 [01:01<00:07, 3.27it/s] 1/30 5.91G 1.405 2.006 1.41 35 800: 90%|████████▉ | 209/233 [01:01<00:07, 3.22it/s] 1/30 5.91G 1.406 2.004 1.41 39 800: 90%|████████▉ | 209/233 [01:01<00:07, 3.22it/s] 1/30 5.91G 1.406 2.004 1.41 39 800: 90%|█████████ | 210/233 [01:01<00:07, 3.25it/s] 1/30 5.91G 1.407 2.001 1.411 43 800: 90%|█████████ | 210/233 [01:02<00:07, 3.25it/s] 1/30 5.91G 1.407 2.001 1.411 43 800: 91%|█████████ | 211/233 [01:02<00:06, 3.21it/s] 1/30 5.91G 1.407 1.999 1.411 38 800: 91%|█████████ | 211/233 [01:02<00:06, 3.21it/s] 1/30 5.91G 1.407 1.999 1.411 38 800: 91%|█████████ | 212/233 [01:02<00:06, 3.30it/s] 1/30 5.91G 1.406 1.995 1.41 45 800: 91%|█████████ | 212/233 [01:02<00:06, 3.30it/s] 1/30 5.91G 1.406 1.995 1.41 45 800: 91%|█████████▏| 213/233 [01:02<00:06, 3.28it/s] 1/30 5.91G 1.406 1.993 1.41 46 800: 91%|█████████▏| 213/233 [01:03<00:06, 3.28it/s] 1/30 5.91G 1.406 1.993 1.41 46 800: 92%|█████████▏| 214/233 [01:03<00:05, 3.31it/s] 1/30 5.91G 1.407 1.991 1.411 40 800: 92%|█████████▏| 214/233 [01:03<00:05, 3.31it/s] 1/30 5.91G 1.407 1.991 1.411 40 800: 92%|█████████▏| 215/233 [01:03<00:05, 3.28it/s] 1/30 5.91G 1.407 1.989 1.411 54 800: 92%|█████████▏| 215/233 [01:03<00:05, 3.28it/s] 1/30 5.91G 1.407 1.989 1.411 54 800: 93%|█████████▎| 216/233 [01:03<00:05, 3.35it/s] 1/30 5.91G 1.407 1.986 1.411 41 800: 93%|█████████▎| 216/233 [01:03<00:05, 3.35it/s] 1/30 5.91G 1.407 1.986 1.411 41 800: 93%|█████████▎| 217/233 [01:03<00:04, 3.29it/s] 1/30 5.91G 1.408 1.984 1.412 41 800: 93%|█████████▎| 217/233 [01:04<00:04, 3.29it/s] 1/30 5.91G 1.408 1.984 1.412 41 800: 94%|█████████▎| 218/233 [01:04<00:04, 3.36it/s] 1/30 5.91G 1.408 1.982 1.412 35 800: 94%|█████████▎| 218/233 [01:04<00:04, 3.36it/s] 1/30 5.91G 1.408 1.982 1.412 35 800: 94%|█████████▍| 219/233 [01:04<00:04, 3.34it/s] 1/30 5.91G 1.409 1.98 1.412 48 800: 94%|█████████▍| 219/233 [01:04<00:04, 3.34it/s] 1/30 5.91G 1.409 1.98 1.412 48 800: 94%|█████████▍| 220/233 [01:04<00:03, 3.39it/s] 1/30 5.91G 1.41 1.98 1.413 45 800: 94%|█████████▍| 220/233 [01:05<00:03, 3.39it/s] 1/30 5.91G 1.41 1.98 1.413 45 800: 95%|█████████▍| 221/233 [01:05<00:03, 3.37it/s] 1/30 5.91G 1.41 1.977 1.412 44 800: 95%|█████████▍| 221/233 [01:05<00:03, 3.37it/s] 1/30 5.91G 1.41 1.977 1.412 44 800: 95%|█████████▌| 222/233 [01:05<00:03, 3.38it/s] 1/30 5.91G 1.409 1.975 1.412 40 800: 95%|█████████▌| 222/233 [01:05<00:03, 3.38it/s] 1/30 5.91G 1.409 1.975 1.412 40 800: 96%|█████████▌| 223/233 [01:05<00:03, 3.31it/s] 1/30 5.91G 1.409 1.973 1.412 38 800: 96%|█████████▌| 223/233 [01:06<00:03, 3.31it/s] 1/30 5.91G 1.409 1.973 1.412 38 800: 96%|█████████▌| 224/233 [01:06<00:02, 3.38it/s] 1/30 5.91G 1.409 1.971 1.412 31 800: 96%|█████████▌| 224/233 [01:06<00:02, 3.38it/s] 1/30 5.91G 1.409 1.971 1.412 31 800: 97%|█████████▋| 225/233 [01:06<00:02, 3.33it/s] 1/30 5.91G 1.408 1.967 1.412 38 800: 97%|█████████▋| 225/233 [01:06<00:02, 3.33it/s] 1/30 5.91G 1.408 1.967 1.412 38 800: 97%|█████████▋| 226/233 [01:06<00:02, 3.39it/s] 1/30 5.91G 1.409 1.965 1.412 38 800: 97%|█████████▋| 226/233 [01:06<00:02, 3.39it/s] 1/30 5.91G 1.409 1.965 1.412 38 800: 97%|█████████▋| 227/233 [01:06<00:01, 3.36it/s] 1/30 5.91G 1.409 1.963 1.412 54 800: 97%|█████████▋| 227/233 [01:07<00:01, 3.36it/s] 1/30 5.91G 1.409 1.963 1.412 54 800: 98%|█████████▊| 228/233 [01:07<00:01, 3.41it/s] 1/30 5.91G 1.409 1.962 1.413 39 800: 98%|█████████▊| 228/233 [01:07<00:01, 3.41it/s] 1/30 5.91G 1.409 1.962 1.413 39 800: 98%|█████████▊| 229/233 [01:07<00:01, 3.36it/s] 1/30 5.91G 1.41 1.96 1.412 35 800: 98%|█████████▊| 229/233 [01:07<00:01, 3.36it/s] 1/30 5.91G 1.41 1.96 1.412 35 800: 99%|█████████▊| 230/233 [01:07<00:00, 3.43it/s] 1/30 5.91G 1.411 1.959 1.412 49 800: 99%|█████████▊| 230/233 [01:08<00:00, 3.43it/s] 1/30 5.91G 1.411 1.959 1.412 49 800: 99%|█████████▉| 231/233 [01:08<00:00, 3.36it/s] 1/30 5.91G 1.411 1.958 1.412 42 800: 99%|█████████▉| 231/233 [01:08<00:00, 3.36it/s] 1/30 5.91G 1.411 1.958 1.412 42 800: 100%|█████████▉| 232/233 [01:08<00:00, 3.40it/s] 1/30 6.51G 1.412 1.956 1.412 9 800: 100%|█████████▉| 232/233 [01:08<00:00, 3.40it/s] 1/30 6.51G 1.412 1.956 1.412 9 800: 100%|██████████| 233/233 [01:08<00:00, 3.80it/s] 1/30 6.51G 1.412 1.956 1.412 9 800: 100%|██████████| 233/233 [01:08<00:00, 3.40it/s] Class Images Instances Box(P R mAP50 mAP50-95): 0%| | 0/7 [00:00<?, ?it/s] Class Images Instances Box(P R mAP50 mAP50-95): 14%|█▍ | 1/7 [00:00<00:01, 3.82it/s] Class Images Instances Box(P R mAP50 mAP50-95): 29%|██▊ | 2/7 [00:00<00:01, 3.93it/s] Class Images Instances Box(P R mAP50 mAP50-95): 43%|████▎ | 3/7 [00:00<00:00, 4.17it/s] Class Images Instances Box(P R mAP50 mAP50-95): 57%|█████▋ | 4/7 [00:01<00:00, 3.98it/s] Class Images Instances Box(P R mAP50 mAP50-95): 71%|███████▏ | 5/7 [00:01<00:00, 4.03it/s] Class Images Instances Box(P R mAP50 mAP50-95): 86%|████████▌ | 6/7 [00:01<00:00, 4.05it/s] Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 7/7 [00:01<00:00, 4.51it/s] all 200 249 0.38 0.406 0.267 0.11 Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size 0%| | 0/233 [00:00<?, ?it/s] 2/30 5.6G 1.429 1.671 1.292 47 800: 0%| | 0/233 [00:00<?, ?it/s] 2/30 5.6G 1.429 1.671 1.292 47 800: 0%| | 1/233 [00:00<01:09, 3.35it/s] 2/30 5.63G 1.551 1.847 1.46 37 800: 0%| | 1/233 [00:00<01:09, 3.35it/s] 2/30 5.63G 1.551 1.847 1.46 37 800: 1%| | 2/233 [00:00<01:06, 3.48it/s] 2/30 5.63G 1.5 1.796 1.439 51 800: 1%| | 2/233 [00:00<01:06, 3.48it/s] 2/30 5.63G 1.5 1.796 1.439 51 800: 1%|▏ | 3/233 [00:00<01:02, 3.66it/s] 2/30 5.63G 1.517 1.785 1.442 57 800: 1%|▏ | 3/233 [00:01<01:02, 3.66it/s] 2/30 5.63G 1.517 1.785 1.442 57 800: 2%|▏ | 4/233 [00:01<01:03, 3.61it/s] 2/30 5.63G 1.504 1.705 1.441 38 800: 2%|▏ | 4/233 [00:01<01:03, 3.61it/s] 2/30 5.63G 1.504 1.705 1.441 38 800: 2%|▏ | 5/233 [00:01<01:01, 3.69it/s] 2/30 5.63G 1.483 1.651 1.438 42 800: 2%|▏ | 5/233 [00:01<01:01, 3.69it/s] 2/30 5.63G 1.483 1.651 1.438 42 800: 3%|▎ | 6/233 [00:01<01:02, 3.63it/s] 2/30 5.63G 1.493 1.659 1.438 50 800: 3%|▎ | 6/233 [00:01<01:02, 3.63it/s] 2/30 5.63G 1.493 1.659 1.438 50 800: 3%|▎ | 7/233 [00:01<01:01, 3.69it/s] 2/30 5.63G 1.496 1.667 1.455 40 800: 3%|▎ | 7/233 [00:02<01:01, 3.69it/s] 2/30 5.63G 1.496 1.667 1.455 40 800: 3%|▎ | 8/233 [00:02<01:02, 3.60it/s] 2/30 5.63G 1.484 1.639 1.443 36 800: 3%|▎ | 8/233 [00:02<01:02, 3.60it/s] 2/30 5.63G 1.484 1.639 1.443 36 800: 4%|▍ | 9/233 [00:02<01:01, 3.64it/s] 2/30 5.63G 1.475 1.613 1.431 41 800: 4%|▍ | 9/233 [00:02<01:01, 3.64it/s] 2/30 5.63G 1.475 1.613 1.431 41 800: 4%|▍ | 10/233 [00:02<01:01, 3.61it/s] 2/30 5.63G 1.472 1.618 1.43 47 800: 4%|▍ | 10/233 [00:03<01:01, 3.61it/s] 2/30 5.63G 1.472 1.618 1.43 47 800: 5%|▍ | 11/233 [00:03<01:00, 3.66it/s] 2/30 5.63G 1.485 1.61 1.429 51 800: 5%|▍ | 11/233 [00:03<01:00, 3.66it/s] 2/30 5.63G 1.485 1.61 1.429 51 800: 5%|▌ | 12/233 [00:03<01:01, 3.62it/s] 2/30 5.63G 1.492 1.613 1.429 38 800: 5%|▌ | 12/233 [00:03<01:01, 3.62it/s] 2/30 5.63G 1.492 1.613 1.429 38 800: 6%|▌ | 13/233 [00:03<00:59, 3.70it/s] 2/30 5.63G 1.49 1.627 1.428 41 800: 6%|▌ | 13/233 [00:03<00:59, 3.70it/s] 2/30 5.63G 1.49 1.627 1.428 41 800: 6%|▌ | 14/233 [00:03<01:00, 3.62it/s] 2/30 5.63G 1.476 1.611 1.417 50 800: 6%|▌ | 14/233 [00:04<01:00, 3.62it/s] 2/30 5.63G 1.476 1.611 1.417 50 800: 6%|▋ | 15/233 [00:04<00:58, 3.70it/s] 2/30 5.63G 1.472 1.61 1.414 42 800: 6%|▋ | 15/233 [00:04<00:58, 3.70it/s] 2/30 5.63G 1.472 1.61 1.414 42 800: 7%|▋ | 16/233 [00:04<00:59, 3.64it/s] 2/30 5.63G 1.465 1.603 1.418 46 800: 7%|▋ | 16/233 [00:04<00:59, 3.64it/s] 2/30 5.63G 1.465 1.603 1.418 46 800: 7%|▋ | 17/233 [00:04<00:58, 3.67it/s] 2/30 5.63G 1.476 1.619 1.429 57 800: 7%|▋ | 17/233 [00:04<00:58, 3.67it/s] 2/30 5.63G 1.476 1.619 1.429 57 800: 8%|▊ | 18/233 [00:04<00:59, 3.61it/s] 2/30 5.63G 1.485 1.635 1.432 45 800: 8%|▊ | 18/233 [00:05<00:59, 3.61it/s] 2/30 5.63G 1.485 1.635 1.432 45 800: 8%|▊ | 19/233 [00:05<00:58, 3.63it/s] 2/30 5.63G 1.484 1.631 1.435 53 800: 8%|▊ | 19/233 [00:05<00:58, 3.63it/s] 2/30 5.63G 1.484 1.631 1.435 53 800: 9%|▊ | 20/233 [00:05<00:59, 3.60it/s] 2/30 5.63G 1.483 1.623 1.437 45 800: 9%|▊ | 20/233 [00:05<00:59, 3.60it/s] 2/30 5.63G 1.483 1.623 1.437 45 800: 9%|▉ | 21/233 [00:05<00:57, 3.68it/s] 2/30 5.63G 1.483 1.62 1.438 50 800: 9%|▉ | 21/233 [00:06<00:57, 3.68it/s] 2/30 5.63G 1.483 1.62 1.438 50 800: 9%|▉ | 22/233 [00:06<00:58, 3.62it/s] 2/30 5.63G 1.479 1.61 1.44 46 800: 9%|▉ | 22/233 [00:06<00:58, 3.62it/s] 2/30 5.63G 1.479 1.61 1.44 46 800: 10%|▉ | 23/233 [00:06<00:56, 3.71it/s] 2/30 5.63G 1.474 1.599 1.434 44 800: 10%|▉ | 23/233 [00:06<00:56, 3.71it/s] 2/30 5.63G 1.474 1.599 1.434 44 800: 10%|█ | 24/233 [00:06<00:56, 3.67it/s] 2/30 5.63G 1.471 1.599 1.432 38 800: 10%|█ | 24/233 [00:06<00:56, 3.67it/s] 2/30 5.63G 1.471 1.599 1.432 38 800: 11%|█ | 25/233 [00:06<00:56, 3.65it/s] 2/30 5.63G 1.475 1.598 1.435 38 800: 11%|█ | 25/233 [00:07<00:56, 3.65it/s] 2/30 5.63G 1.475 1.598 1.435 38 800: 11%|█ | 26/233 [00:07<00:57, 3.60it/s] 2/30 5.63G 1.482 1.603 1.445 48 800: 11%|█ | 26/233 [00:07<00:57, 3.60it/s] 2/30 5.63G 1.482 1.603 1.445 48 800: 12%|█▏ | 27/233 [00:07<00:55, 3.69it/s] 2/30 5.63G 1.486 1.608 1.45 51 800: 12%|█▏ | 27/233 [00:07<00:55, 3.69it/s] 2/30 5.63G 1.486 1.608 1.45 51 800: 12%|█▏ | 28/233 [00:07<00:57, 3.58it/s] 2/30 5.63G 1.483 1.601 1.446 47 800: 12%|█▏ | 28/233 [00:07<00:57, 3.58it/s] 2/30 5.63G 1.483 1.601 1.446 47 800: 12%|█▏ | 29/233 [00:07<00:56, 3.64it/s] 2/30 5.63G 1.479 1.598 1.444 44 800: 12%|█▏ | 29/233 [00:08<00:56, 3.64it/s] 2/30 5.63G 1.479 1.598 1.444 44 800: 13%|█▎ | 30/233 [00:08<00:56, 3.62it/s] 2/30 5.63G 1.478 1.594 1.445 35 800: 13%|█▎ | 30/233 [00:08<00:56, 3.62it/s] 2/30 5.63G 1.478 1.594 1.445 35 800: 13%|█▎ | 31/233 [00:08<00:55, 3.61it/s] 2/30 5.63G 1.48 1.586 1.441 46 800: 13%|█▎ | 31/233 [00:08<00:55, 3.61it/s] 2/30 5.63G 1.48 1.586 1.441 46 800: 14%|█▎ | 32/233 [00:08<00:55, 3.61it/s] 2/30 5.63G 1.476 1.575 1.435 42 800: 14%|█▎ | 32/233 [00:09<00:55, 3.61it/s] 2/30 5.63G 1.476 1.575 1.435 42 800: 14%|█▍ | 33/233 [00:09<00:54, 3.67it/s] 2/30 5.63G 1.475 1.579 1.441 38 800: 14%|█▍ | 33/233 [00:09<00:54, 3.67it/s] 2/30 5.63G 1.475 1.579 1.441 38 800: 15%|█▍ | 34/233 [00:09<00:55, 3.59it/s] 2/30 5.63G 1.473 1.573 1.439 39 800: 15%|█▍ | 34/233 [00:09<00:55, 3.59it/s] 2/30 5.63G 1.473 1.573 1.439 39 800: 15%|█▌ | 35/233 [00:09<00:53, 3.67it/s] 2/30 5.63G 1.472 1.567 1.439 45 800: 15%|█▌ | 35/233 [00:09<00:53, 3.67it/s] 2/30 5.63G 1.472 1.567 1.439 45 800: 15%|█▌ | 36/233 [00:09<00:54, 3.60it/s] 2/30 5.63G 1.476 1.569 1.44 46 800: 15%|█▌ | 36/233 [00:10<00:54, 3.60it/s] 2/30 5.63G 1.476 1.569 1.44 46 800: 16%|█▌ | 37/233 [00:10<00:53, 3.68it/s] 2/30 5.63G 1.473 1.565 1.44 36 800: 16%|█▌ | 37/233 [00:10<00:53, 3.68it/s] 2/30 5.63G 1.473 1.565 1.44 36 800: 16%|█▋ | 38/233 [00:10<00:53, 3.61it/s] 2/30 5.63G 1.469 1.554 1.436 39 800: 16%|█▋ | 38/233 [00:10<00:53, 3.61it/s] 2/30 5.63G 1.469 1.554 1.436 39 800: 17%|█▋ | 39/233 [00:10<00:52, 3.67it/s] 2/30 5.63G 1.462 1.541 1.43 44 800: 17%|█▋ | 39/233 [00:11<00:52, 3.67it/s] 2/30 5.63G 1.462 1.541 1.43 44 800: 17%|█▋ | 40/233 [00:11<00:53, 3.59it/s] 2/30 5.63G 1.46 1.534 1.426 43 800: 17%|█▋ | 40/233 [00:11<00:53, 3.59it/s] 2/30 5.63G 1.46 1.534 1.426 43 800: 18%|█▊ | 41/233 [00:11<00:52, 3.67it/s] 2/30 5.63G 1.46 1.533 1.425 38 800: 18%|█▊ | 41/233 [00:11<00:52, 3.67it/s] 2/30 5.63G 1.46 1.533 1.425 38 800: 18%|█▊ | 42/233 [00:11<01:00, 3.16it/s] 2/30 5.63G 1.461 1.531 1.429 44 800: 18%|█▊ | 42/233 [00:11<01:00, 3.16it/s] 2/30 5.63G 1.461 1.531 1.429 44 800: 18%|█▊ | 43/233 [00:11<00:57, 3.29it/s] 2/30 5.63G 1.462 1.528 1.434 34 800: 18%|█▊ | 43/233 [00:12<00:57, 3.29it/s] 2/30 5.63G 1.462 1.528 1.434 34 800: 19%|█▉ | 44/233 [00:12<00:55, 3.39it/s] 2/30 5.63G 1.459 1.518 1.432 37 800: 19%|█▉ | 44/233 [00:12<00:55, 3.39it/s] 2/30 5.63G 1.459 1.518 1.432 37 800: 19%|█▉ | 45/233 [00:12<00:53, 3.53it/s] 2/30 5.63G 1.458 1.518 1.43 44 800: 19%|█▉ | 45/233 [00:12<00:53, 3.53it/s] 2/30 5.63G 1.458 1.518 1.43 44 800: 20%|█▉ | 46/233 [00:12<00:53, 3.50it/s] 2/30 5.63G 1.463 1.524 1.433 37 800: 20%|█▉ | 46/233 [00:13<00:53, 3.50it/s] 2/30 5.63G 1.463 1.524 1.433 37 800: 20%|██ | 47/233 [00:13<00:52, 3.55it/s] 2/30 5.63G 1.465 1.525 1.434 45 800: 20%|██ | 47/233 [00:13<00:52, 3.55it/s] 2/30 5.63G 1.465 1.525 1.434 45 800: 21%|██ | 48/233 [00:13<00:51, 3.58it/s] 2/30 5.63G 1.464 1.524 1.436 37 800: 21%|██ | 48/233 [00:13<00:51, 3.58it/s] 2/30 5.63G 1.464 1.524 1.436 37 800: 21%|██ | 49/233 [00:13<00:49, 3.68it/s] 2/30 5.63G 1.466 1.523 1.437 47 800: 21%|██ | 49/233 [00:13<00:49, 3.68it/s] 2/30 5.63G 1.466 1.523 1.437 47 800: 21%|██▏ | 50/233 [00:13<00:49, 3.68it/s] 2/30 5.63G 1.47 1.524 1.44 42 800: 21%|██▏ | 50/233 [00:14<00:49, 3.68it/s] 2/30 5.63G 1.47 1.524 1.44 42 800: 22%|██▏ | 51/233 [00:14<00:49, 3.71it/s] 2/30 5.63G 1.472 1.53 1.443 47 800: 22%|██▏ | 51/233 [00:14<00:49, 3.71it/s] 2/30 5.63G 1.472 1.53 1.443 47 800: 22%|██▏ | 52/233 [00:14<00:49, 3.66it/s] 2/30 5.63G 1.473 1.533 1.445 46 800: 22%|██▏ | 52/233 [00:14<00:49, 3.66it/s] 2/30 5.63G 1.473 1.533 1.445 46 800: 23%|██▎ | 53/233 [00:14<00:48, 3.73it/s] 2/30 5.63G 1.472 1.535 1.447 29 800: 23%|██▎ | 53/233 [00:14<00:48, 3.73it/s] 2/30 5.63G 1.472 1.535 1.447 29 800: 23%|██▎ | 54/233 [00:14<00:48, 3.70it/s] 2/30 5.63G 1.475 1.536 1.448 37 800: 23%|██▎ | 54/233 [00:15<00:48, 3.70it/s] 2/30 5.63G 1.475 1.536 1.448 37 800: 24%|██▎ | 55/233 [00:15<00:47, 3.77it/s] 2/30 5.63G 1.476 1.539 1.45 44 800: 24%|██▎ | 55/233 [00:15<00:47, 3.77it/s] 2/30 5.63G 1.476 1.539 1.45 44 800: 24%|██▍ | 56/233 [00:15<00:47, 3.69it/s] 2/30 5.63G 1.476 1.54 1.451 45 800: 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[00:29<00:34, 3.64it/s] 2/30 5.63G 1.508 1.567 1.474 56 800: 46%|████▌ | 107/233 [00:29<00:34, 3.64it/s] 2/30 5.63G 1.508 1.567 1.474 56 800: 46%|████▋ | 108/233 [00:29<00:35, 3.51it/s] 2/30 5.63G 1.509 1.569 1.475 44 800: 46%|████▋ | 108/233 [00:30<00:35, 3.51it/s] 2/30 5.63G 1.509 1.569 1.475 44 800: 47%|████▋ | 109/233 [00:30<00:34, 3.55it/s] 2/30 5.63G 1.513 1.572 1.479 32 800: 47%|████▋ | 109/233 [00:30<00:34, 3.55it/s] 2/30 5.63G 1.513 1.572 1.479 32 800: 47%|████▋ | 110/233 [00:30<00:34, 3.57it/s] 2/30 5.63G 1.513 1.572 1.479 46 800: 47%|████▋ | 110/233 [00:30<00:34, 3.57it/s] 2/30 5.63G 1.513 1.572 1.479 46 800: 48%|████▊ | 111/233 [00:30<00:33, 3.64it/s] 2/30 5.63G 1.513 1.573 1.48 44 800: 48%|████▊ | 111/233 [00:30<00:33, 3.64it/s] 2/30 5.63G 1.513 1.573 1.48 44 800: 48%|████▊ | 112/233 [00:30<00:33, 3.60it/s] 2/30 5.63G 1.512 1.572 1.479 38 800: 48%|████▊ | 112/233 [00:31<00:33, 3.60it/s] 2/30 5.63G 1.512 1.572 1.479 38 800: 48%|████▊ | 113/233 [00:31<00:32, 3.68it/s] 2/30 5.63G 1.513 1.573 1.482 40 800: 48%|████▊ | 113/233 [00:31<00:32, 3.68it/s] 2/30 5.63G 1.513 1.573 1.482 40 800: 49%|████▉ | 114/233 [00:31<00:32, 3.64it/s] 2/30 5.63G 1.512 1.572 1.482 40 800: 49%|████▉ | 114/233 [00:31<00:32, 3.64it/s] 2/30 5.63G 1.512 1.572 1.482 40 800: 49%|████▉ | 115/233 [00:31<00:31, 3.72it/s] 2/30 5.63G 1.512 1.571 1.482 48 800: 49%|████▉ | 115/233 [00:31<00:31, 3.72it/s] 2/30 5.63G 1.512 1.571 1.482 48 800: 50%|████▉ | 116/233 [00:31<00:31, 3.67it/s] 2/30 5.63G 1.512 1.572 1.482 51 800: 50%|████▉ | 116/233 [00:32<00:31, 3.67it/s] 2/30 5.63G 1.512 1.572 1.482 51 800: 50%|█████ | 117/233 [00:32<00:31, 3.73it/s] 2/30 5.63G 1.515 1.576 1.484 46 800: 50%|█████ | 117/233 [00:32<00:31, 3.73it/s] 2/30 5.63G 1.515 1.576 1.484 46 800: 51%|█████ | 118/233 [00:32<00:30, 3.77it/s] 2/30 5.63G 1.515 1.576 1.484 47 800: 51%|█████ | 118/233 [00:32<00:30, 3.77it/s] 2/30 5.63G 1.515 1.576 1.484 47 800: 51%|█████ | 119/233 [00:32<00:30, 3.75it/s] 2/30 5.63G 1.514 1.576 1.483 36 800: 51%|█████ | 119/233 [00:33<00:30, 3.75it/s] 2/30 5.63G 1.514 1.576 1.483 36 800: 52%|█████▏ | 120/233 [00:33<00:30, 3.74it/s] 2/30 5.63G 1.514 1.576 1.482 46 800: 52%|█████▏ | 120/233 [00:33<00:30, 3.74it/s] 2/30 5.63G 1.514 1.576 1.482 46 800: 52%|█████▏ | 121/233 [00:33<00:30, 3.67it/s] 2/30 5.63G 1.514 1.575 1.482 45 800: 52%|█████▏ | 121/233 [00:33<00:30, 3.67it/s] 2/30 5.63G 1.514 1.575 1.482 45 800: 52%|█████▏ | 122/233 [00:33<00:30, 3.65it/s] 2/30 5.63G 1.512 1.574 1.482 48 800: 52%|█████▏ | 122/233 [00:33<00:30, 3.65it/s] 2/30 5.63G 1.512 1.574 1.482 48 800: 53%|█████▎ | 123/233 [00:33<00:29, 3.68it/s] 2/30 5.63G 1.514 1.576 1.482 45 800: 53%|█████▎ | 123/233 [00:34<00:29, 3.68it/s] 2/30 5.63G 1.514 1.576 1.482 45 800: 53%|█████▎ | 124/233 [00:34<00:29, 3.66it/s] 2/30 5.63G 1.513 1.576 1.482 40 800: 53%|█████▎ | 124/233 [00:34<00:29, 3.66it/s] 2/30 5.63G 1.513 1.576 1.482 40 800: 54%|█████▎ | 125/233 [00:34<00:29, 3.66it/s] 2/30 5.63G 1.516 1.579 1.482 73 800: 54%|█████▎ | 125/233 [00:34<00:29, 3.66it/s] 2/30 5.63G 1.516 1.579 1.482 73 800: 54%|█████▍ | 126/233 [00:34<00:28, 3.74it/s] 2/30 5.63G 1.517 1.579 1.482 56 800: 54%|█████▍ | 126/233 [00:34<00:28, 3.74it/s] 2/30 5.63G 1.517 1.579 1.482 56 800: 55%|█████▍ | 127/233 [00:34<00:27, 3.80it/s] 2/30 5.63G 1.517 1.579 1.482 46 800: 55%|█████▍ | 127/233 [00:35<00:27, 3.80it/s] 2/30 5.63G 1.517 1.579 1.482 46 800: 55%|█████▍ | 128/233 [00:35<00:27, 3.76it/s] 2/30 5.63G 1.517 1.579 1.481 44 800: 55%|█████▍ | 128/233 [00:35<00:27, 3.76it/s] 2/30 5.63G 1.517 1.579 1.481 44 800: 55%|█████▌ | 129/233 [00:35<00:28, 3.70it/s] 2/30 5.63G 1.517 1.581 1.482 37 800: 55%|█████▌ | 129/233 [00:35<00:28, 3.70it/s] 2/30 5.63G 1.517 1.581 1.482 37 800: 56%|█████▌ | 130/233 [00:35<00:27, 3.71it/s] 2/30 5.63G 1.516 1.579 1.481 31 800: 56%|█████▌ | 130/233 [00:36<00:27, 3.71it/s] 2/30 5.63G 1.516 1.579 1.481 31 800: 56%|█████▌ | 131/233 [00:36<00:28, 3.63it/s] 2/30 5.63G 1.515 1.579 1.48 41 800: 56%|█████▌ | 131/233 [00:36<00:28, 3.63it/s] 2/30 5.63G 1.515 1.579 1.48 41 800: 57%|█████▋ | 132/233 [00:36<00:27, 3.67it/s] 2/30 5.63G 1.513 1.577 1.478 37 800: 57%|█████▋ | 132/233 [00:36<00:27, 3.67it/s] 2/30 5.63G 1.513 1.577 1.478 37 800: 57%|█████▋ | 133/233 [00:36<00:27, 3.64it/s] 2/30 5.63G 1.513 1.576 1.477 39 800: 57%|█████▋ | 133/233 [00:36<00:27, 3.64it/s] 2/30 5.63G 1.513 1.576 1.477 39 800: 58%|█████▊ | 134/233 [00:36<00:27, 3.54it/s] 2/30 5.63G 1.511 1.576 1.476 56 800: 58%|█████▊ | 134/233 [00:37<00:27, 3.54it/s] 2/30 5.63G 1.511 1.576 1.476 56 800: 58%|█████▊ | 135/233 [00:37<00:27, 3.55it/s] 2/30 5.63G 1.511 1.575 1.476 45 800: 58%|█████▊ | 135/233 [00:37<00:27, 3.55it/s] 2/30 5.63G 1.511 1.575 1.476 45 800: 58%|█████▊ | 136/233 [00:37<00:26, 3.62it/s] 2/30 5.63G 1.511 1.573 1.475 45 800: 58%|█████▊ | 136/233 [00:37<00:26, 3.62it/s] 2/30 5.63G 1.511 1.573 1.475 45 800: 59%|█████▉ | 137/233 [00:37<00:27, 3.55it/s] 2/30 5.63G 1.509 1.572 1.475 33 800: 59%|█████▉ | 137/233 [00:37<00:27, 3.55it/s] 2/30 5.63G 1.509 1.572 1.475 33 800: 59%|█████▉ | 138/233 [00:37<00:25, 3.66it/s] 2/30 5.63G 1.508 1.571 1.474 42 800: 59%|█████▉ | 138/233 [00:38<00:25, 3.66it/s] 2/30 5.63G 1.508 1.571 1.474 42 800: 60%|█████▉ | 139/233 [00:38<00:26, 3.61it/s] 2/30 5.63G 1.507 1.571 1.474 45 800: 60%|█████▉ | 139/233 [00:38<00:26, 3.61it/s] 2/30 5.63G 1.507 1.571 1.474 45 800: 60%|██████ | 140/233 [00:38<00:25, 3.58it/s] 2/30 5.63G 1.508 1.574 1.475 42 800: 60%|██████ | 140/233 [00:38<00:25, 3.58it/s] 2/30 5.63G 1.508 1.574 1.475 42 800: 61%|██████ | 141/233 [00:38<00:25, 3.59it/s] 2/30 5.63G 1.507 1.573 1.474 46 800: 61%|██████ | 141/233 [00:39<00:25, 3.59it/s] 2/30 5.63G 1.507 1.573 1.474 46 800: 61%|██████ | 142/233 [00:39<00:25, 3.59it/s] 2/30 5.63G 1.506 1.572 1.474 50 800: 61%|██████ | 142/233 [00:39<00:25, 3.59it/s] 2/30 5.63G 1.506 1.572 1.474 50 800: 61%|██████▏ | 143/233 [00:39<00:24, 3.62it/s] 2/30 5.63G 1.506 1.573 1.474 35 800: 61%|██████▏ | 143/233 [00:39<00:24, 3.62it/s] 2/30 5.63G 1.506 1.573 1.474 35 800: 62%|██████▏ | 144/233 [00:39<00:23, 3.72it/s] 2/30 5.63G 1.507 1.573 1.473 35 800: 62%|██████▏ | 144/233 [00:39<00:23, 3.72it/s] 2/30 5.63G 1.507 1.573 1.473 35 800: 62%|██████▏ | 145/233 [00:39<00:23, 3.80it/s] 2/30 5.63G 1.505 1.571 1.472 40 800: 62%|██████▏ | 145/233 [00:40<00:23, 3.80it/s] 2/30 5.63G 1.505 1.571 1.472 40 800: 63%|██████▎ | 146/233 [00:40<00:23, 3.67it/s] 2/30 5.63G 1.507 1.572 1.472 55 800: 63%|██████▎ | 146/233 [00:40<00:23, 3.67it/s] 2/30 5.63G 1.507 1.572 1.472 55 800: 63%|██████▎ | 147/233 [00:40<00:23, 3.63it/s] 2/30 5.63G 1.507 1.571 1.473 36 800: 63%|██████▎ | 147/233 [00:40<00:23, 3.63it/s] 2/30 5.63G 1.507 1.571 1.473 36 800: 64%|██████▎ | 148/233 [00:40<00:23, 3.59it/s] 2/30 5.63G 1.507 1.571 1.472 46 800: 64%|██████▎ | 148/233 [00:41<00:23, 3.59it/s] 2/30 5.63G 1.507 1.571 1.472 46 800: 64%|██████▍ | 149/233 [00:41<00:23, 3.54it/s] 2/30 5.63G 1.506 1.57 1.471 47 800: 64%|██████▍ | 149/233 [00:41<00:23, 3.54it/s] 2/30 5.63G 1.506 1.57 1.471 47 800: 64%|██████▍ | 150/233 [00:41<00:22, 3.62it/s] 2/30 5.63G 1.506 1.57 1.471 55 800: 64%|██████▍ | 150/233 [00:41<00:22, 3.62it/s] 2/30 5.63G 1.506 1.57 1.471 55 800: 65%|██████▍ | 151/233 [00:41<00:22, 3.63it/s] 2/30 5.63G 1.504 1.568 1.47 38 800: 65%|██████▍ | 151/233 [00:41<00:22, 3.63it/s] 2/30 5.63G 1.504 1.568 1.47 38 800: 65%|██████▌ | 152/233 [00:41<00:22, 3.66it/s] 2/30 5.63G 1.502 1.566 1.468 42 800: 65%|██████▌ | 152/233 [00:42<00:22, 3.66it/s] 2/30 5.63G 1.502 1.566 1.468 42 800: 66%|██████▌ | 153/233 [00:42<00:21, 3.64it/s] 2/30 5.63G 1.504 1.566 1.47 34 800: 66%|██████▌ | 153/233 [00:42<00:21, 3.64it/s] 2/30 5.63G 1.504 1.566 1.47 34 800: 66%|██████▌ | 154/233 [00:42<00:21, 3.63it/s] 2/30 5.63G 1.503 1.565 1.468 39 800: 66%|██████▌ | 154/233 [00:42<00:21, 3.63it/s] 2/30 5.63G 1.503 1.565 1.468 39 800: 67%|██████▋ | 155/233 [00:42<00:22, 3.51it/s] 2/30 5.63G 1.502 1.565 1.468 38 800: 67%|██████▋ | 155/233 [00:42<00:22, 3.51it/s] 2/30 5.63G 1.502 1.565 1.468 38 800: 67%|██████▋ | 156/233 [00:42<00:21, 3.61it/s] 2/30 5.63G 1.502 1.563 1.468 36 800: 67%|██████▋ | 156/233 [00:43<00:21, 3.61it/s] 2/30 5.63G 1.502 1.563 1.468 36 800: 67%|██████▋ | 157/233 [00:43<00:20, 3.70it/s] 2/30 5.63G 1.501 1.561 1.466 33 800: 67%|██████▋ | 157/233 [00:43<00:20, 3.70it/s] 2/30 5.63G 1.501 1.561 1.466 33 800: 68%|██████▊ | 158/233 [00:43<00:20, 3.71it/s] 2/30 5.63G 1.501 1.561 1.467 59 800: 68%|██████▊ | 158/233 [00:43<00:20, 3.71it/s] 2/30 5.63G 1.501 1.561 1.467 59 800: 68%|██████▊ | 159/233 [00:43<00:20, 3.69it/s] 2/30 5.63G 1.501 1.559 1.466 31 800: 68%|██████▊ | 159/233 [00:44<00:20, 3.69it/s] 2/30 5.63G 1.501 1.559 1.466 31 800: 69%|██████▊ | 160/233 [00:44<00:20, 3.63it/s] 2/30 5.63G 1.5 1.559 1.467 31 800: 69%|██████▊ | 160/233 [00:44<00:20, 3.63it/s] 2/30 5.63G 1.5 1.559 1.467 31 800: 69%|██████▉ | 161/233 [00:44<00:20, 3.55it/s] 2/30 5.63G 1.5 1.559 1.467 47 800: 69%|██████▉ | 161/233 [00:44<00:20, 3.55it/s] 2/30 5.63G 1.5 1.559 1.467 47 800: 70%|██████▉ | 162/233 [00:44<00:19, 3.56it/s] 2/30 5.63G 1.5 1.557 1.467 41 800: 70%|██████▉ | 162/233 [00:44<00:19, 3.56it/s] 2/30 5.63G 1.5 1.557 1.467 41 800: 70%|██████▉ | 163/233 [00:44<00:19, 3.63it/s] 2/30 5.63G 1.498 1.555 1.465 39 800: 70%|██████▉ | 163/233 [00:45<00:19, 3.63it/s] 2/30 5.63G 1.498 1.555 1.465 39 800: 70%|███████ | 164/233 [00:45<00:19, 3.51it/s] 2/30 5.63G 1.498 1.557 1.467 42 800: 70%|███████ | 164/233 [00:45<00:19, 3.51it/s] 2/30 5.63G 1.498 1.557 1.467 42 800: 71%|███████ | 165/233 [00:45<00:19, 3.52it/s] 2/30 5.63G 1.497 1.556 1.467 43 800: 71%|███████ | 165/233 [00:45<00:19, 3.52it/s] 2/30 5.63G 1.497 1.556 1.467 43 800: 71%|███████ | 166/233 [00:45<00:19, 3.51it/s] 2/30 5.63G 1.497 1.555 1.467 44 800: 71%|███████ | 166/233 [00:46<00:19, 3.51it/s] 2/30 5.63G 1.497 1.555 1.467 44 800: 72%|███████▏ | 167/233 [00:46<00:19, 3.45it/s] 2/30 5.63G 1.498 1.556 1.467 65 800: 72%|███████▏ | 167/233 [00:46<00:19, 3.45it/s] 2/30 5.63G 1.498 1.556 1.467 65 800: 72%|███████▏ | 168/233 [00:46<00:18, 3.46it/s] 2/30 5.63G 1.498 1.555 1.467 34 800: 72%|███████▏ | 168/233 [00:46<00:18, 3.46it/s] 2/30 5.63G 1.498 1.555 1.467 34 800: 73%|███████▎ | 169/233 [00:46<00:18, 3.55it/s] 2/30 5.63G 1.497 1.553 1.466 38 800: 73%|███████▎ | 169/233 [00:46<00:18, 3.55it/s] 2/30 5.63G 1.497 1.553 1.466 38 800: 73%|███████▎ | 170/233 [00:46<00:17, 3.59it/s] 2/30 5.63G 1.497 1.553 1.466 57 800: 73%|███████▎ | 170/233 [00:47<00:17, 3.59it/s] 2/30 5.63G 1.497 1.553 1.466 57 800: 73%|███████▎ | 171/233 [00:47<00:16, 3.68it/s] 2/30 5.63G 1.497 1.552 1.466 41 800: 73%|███████▎ | 171/233 [00:47<00:16, 3.68it/s] 2/30 5.63G 1.497 1.552 1.466 41 800: 74%|███████▍ | 172/233 [00:47<00:16, 3.75it/s] 2/30 5.63G 1.495 1.551 1.464 40 800: 74%|███████▍ | 172/233 [00:47<00:16, 3.75it/s] 2/30 5.63G 1.495 1.551 1.464 40 800: 74%|███████▍ | 173/233 [00:47<00:16, 3.68it/s] 2/30 5.63G 1.494 1.549 1.464 46 800: 74%|███████▍ | 173/233 [00:47<00:16, 3.68it/s] 2/30 5.63G 1.494 1.549 1.464 46 800: 75%|███████▍ | 174/233 [00:47<00:15, 3.71it/s] 2/30 5.63G 1.494 1.548 1.463 45 800: 75%|███████▍ | 174/233 [00:48<00:15, 3.71it/s] 2/30 5.63G 1.494 1.548 1.463 45 800: 75%|███████▌ | 175/233 [00:48<00:15, 3.68it/s] 2/30 5.63G 1.494 1.546 1.462 43 800: 75%|███████▌ | 175/233 [00:48<00:15, 3.68it/s] 2/30 5.63G 1.494 1.546 1.462 43 800: 76%|███████▌ | 176/233 [00:48<00:15, 3.65it/s] 2/30 5.63G 1.494 1.546 1.462 38 800: 76%|███████▌ | 176/233 [00:48<00:15, 3.65it/s] 2/30 5.63G 1.494 1.546 1.462 38 800: 76%|███████▌ | 177/233 [00:48<00:14, 3.75it/s] 2/30 5.63G 1.494 1.546 1.462 35 800: 76%|███████▌ | 177/233 [00:49<00:14, 3.75it/s] 2/30 5.63G 1.494 1.546 1.462 35 800: 76%|███████▋ | 178/233 [00:49<00:14, 3.71it/s] 2/30 5.63G 1.494 1.546 1.462 49 800: 76%|███████▋ | 178/233 [00:49<00:14, 3.71it/s] 2/30 5.63G 1.494 1.546 1.462 49 800: 77%|███████▋ | 179/233 [00:49<00:14, 3.69it/s] 2/30 5.63G 1.494 1.545 1.462 36 800: 77%|███████▋ | 179/233 [00:49<00:14, 3.69it/s] 2/30 5.63G 1.494 1.545 1.462 36 800: 77%|███████▋ | 180/233 [00:49<00:14, 3.76it/s] 2/30 5.63G 1.493 1.544 1.461 41 800: 77%|███████▋ | 180/233 [00:49<00:14, 3.76it/s] 2/30 5.63G 1.493 1.544 1.461 41 800: 78%|███████▊ | 181/233 [00:49<00:13, 3.81it/s] 2/30 5.63G 1.493 1.543 1.461 47 800: 78%|███████▊ | 181/233 [00:50<00:13, 3.81it/s] 2/30 5.63G 1.493 1.543 1.461 47 800: 78%|███████▊ | 182/233 [00:50<00:14, 3.64it/s] 2/30 5.63G 1.493 1.543 1.461 50 800: 78%|███████▊ | 182/233 [00:50<00:14, 3.64it/s] 2/30 5.63G 1.493 1.543 1.461 50 800: 79%|███████▊ | 183/233 [00:50<00:13, 3.61it/s] 2/30 5.63G 1.492 1.542 1.46 36 800: 79%|███████▊ | 183/233 [00:50<00:13, 3.61it/s] 2/30 5.63G 1.492 1.542 1.46 36 800: 79%|███████▉ | 184/233 [00:50<00:13, 3.58it/s] 2/30 5.63G 1.491 1.541 1.459 46 800: 79%|███████▉ | 184/233 [00:50<00:13, 3.58it/s] 2/30 5.63G 1.491 1.541 1.459 46 800: 79%|███████▉ | 185/233 [00:50<00:13, 3.49it/s] 2/30 5.63G 1.492 1.54 1.46 38 800: 79%|███████▉ | 185/233 [00:51<00:13, 3.49it/s] 2/30 5.63G 1.492 1.54 1.46 38 800: 80%|███████▉ | 186/233 [00:51<00:13, 3.59it/s] 2/30 5.63G 1.491 1.539 1.459 46 800: 80%|███████▉ | 186/233 [00:51<00:13, 3.59it/s] 2/30 5.63G 1.491 1.539 1.459 46 800: 80%|████████ | 187/233 [00:51<00:12, 3.58it/s] 2/30 5.63G 1.492 1.539 1.46 47 800: 80%|████████ | 187/233 [00:51<00:12, 3.58it/s] 2/30 5.63G 1.492 1.539 1.46 47 800: 81%|████████ | 188/233 [00:51<00:12, 3.52it/s] 2/30 5.63G 1.492 1.539 1.46 42 800: 81%|████████ | 188/233 [00:52<00:12, 3.52it/s] 2/30 5.63G 1.492 1.539 1.46 42 800: 81%|████████ | 189/233 [00:52<00:12, 3.51it/s] 2/30 5.63G 1.492 1.539 1.46 62 800: 81%|████████ | 189/233 [00:52<00:12, 3.51it/s] 2/30 5.63G 1.492 1.539 1.46 62 800: 82%|████████▏ | 190/233 [00:52<00:11, 3.58it/s] 2/30 5.63G 1.493 1.54 1.461 42 800: 82%|████████▏ | 190/233 [00:52<00:11, 3.58it/s] 2/30 5.63G 1.493 1.54 1.461 42 800: 82%|████████▏ | 191/233 [00:52<00:12, 3.49it/s] 2/30 5.63G 1.493 1.539 1.461 49 800: 82%|████████▏ | 191/233 [00:52<00:12, 3.49it/s] 2/30 5.63G 1.493 1.539 1.461 49 800: 82%|████████▏ | 192/233 [00:52<00:11, 3.56it/s] 2/30 5.63G 1.493 1.538 1.46 39 800: 82%|████████▏ | 192/233 [00:53<00:11, 3.56it/s] 2/30 5.63G 1.493 1.538 1.46 39 800: 83%|████████▎ | 193/233 [00:53<00:10, 3.66it/s] 2/30 5.63G 1.492 1.536 1.46 43 800: 83%|████████▎ | 193/233 [00:53<00:10, 3.66it/s] 2/30 5.63G 1.492 1.536 1.46 43 800: 83%|████████▎ | 194/233 [00:53<00:10, 3.68it/s] 2/30 5.63G 1.492 1.537 1.46 51 800: 83%|████████▎ | 194/233 [00:53<00:10, 3.68it/s] 2/30 5.63G 1.492 1.537 1.46 51 800: 84%|████████▎ | 195/233 [00:53<00:10, 3.76it/s] 2/30 5.63G 1.491 1.536 1.46 29 800: 84%|████████▎ | 195/233 [00:53<00:10, 3.76it/s] 2/30 5.63G 1.491 1.536 1.46 29 800: 84%|████████▍ | 196/233 [00:53<00:09, 3.82it/s] 2/30 5.63G 1.491 1.535 1.46 43 800: 84%|████████▍ | 196/233 [00:54<00:09, 3.82it/s] 2/30 5.63G 1.491 1.535 1.46 43 800: 85%|████████▍ | 197/233 [00:54<00:09, 3.78it/s] 2/30 5.63G 1.491 1.535 1.46 44 800: 85%|████████▍ | 197/233 [00:54<00:09, 3.78it/s] 2/30 5.63G 1.491 1.535 1.46 44 800: 85%|████████▍ | 198/233 [00:54<00:09, 3.82it/s] 2/30 5.63G 1.49 1.535 1.459 46 800: 85%|████████▍ | 198/233 [00:54<00:09, 3.82it/s] 2/30 5.63G 1.49 1.535 1.459 46 800: 85%|████████▌ | 199/233 [00:54<00:08, 3.87it/s] 2/30 5.63G 1.49 1.534 1.459 39 800: 85%|████████▌ | 199/233 [00:55<00:08, 3.87it/s] 2/30 5.63G 1.49 1.534 1.459 39 800: 86%|████████▌ | 200/233 [00:55<00:08, 3.81it/s] 2/30 5.63G 1.49 1.534 1.46 35 800: 86%|████████▌ | 200/233 [00:55<00:08, 3.81it/s] 2/30 5.63G 1.49 1.534 1.46 35 800: 86%|████████▋ | 201/233 [00:55<00:08, 3.85it/s] 2/30 5.63G 1.49 1.534 1.46 45 800: 86%|████████▋ | 201/233 [00:55<00:08, 3.85it/s] 2/30 5.63G 1.49 1.534 1.46 45 800: 87%|████████▋ | 202/233 [00:55<00:07, 3.88it/s] 2/30 5.63G 1.488 1.532 1.459 49 800: 87%|████████▋ | 202/233 [00:55<00:07, 3.88it/s] 2/30 5.63G 1.488 1.532 1.459 49 800: 87%|████████▋ | 203/233 [00:55<00:07, 3.81it/s] 2/30 5.63G 1.488 1.532 1.459 41 800: 87%|████████▋ | 203/233 [00:56<00:07, 3.81it/s] 2/30 5.63G 1.488 1.532 1.459 41 800: 88%|████████▊ | 204/233 [00:56<00:07, 3.85it/s] 2/30 5.63G 1.489 1.532 1.459 38 800: 88%|████████▊ | 204/233 [00:56<00:07, 3.85it/s] 2/30 5.63G 1.489 1.532 1.459 38 800: 88%|████████▊ | 205/233 [00:56<00:07, 3.88it/s] 2/30 5.63G 1.488 1.533 1.459 39 800: 88%|████████▊ | 205/233 [00:56<00:07, 3.88it/s] 2/30 5.63G 1.488 1.533 1.459 39 800: 88%|████████▊ | 206/233 [00:56<00:07, 3.83it/s] 2/30 5.63G 1.487 1.531 1.458 42 800: 88%|████████▊ | 206/233 [00:56<00:07, 3.83it/s] 2/30 5.63G 1.487 1.531 1.458 42 800: 89%|████████▉ | 207/233 [00:56<00:06, 3.86it/s] 2/30 5.63G 1.486 1.531 1.458 34 800: 89%|████████▉ | 207/233 [00:57<00:06, 3.86it/s] 2/30 5.63G 1.486 1.531 1.458 34 800: 89%|████████▉ | 208/233 [00:57<00:06, 3.88it/s] 2/30 5.63G 1.485 1.529 1.457 43 800: 89%|████████▉ | 208/233 [00:57<00:06, 3.88it/s] 2/30 5.63G 1.485 1.529 1.457 43 800: 90%|████████▉ | 209/233 [00:57<00:06, 3.82it/s] 2/30 5.63G 1.484 1.528 1.456 41 800: 90%|████████▉ | 209/233 [00:57<00:06, 3.82it/s] 2/30 5.63G 1.484 1.528 1.456 41 800: 90%|█████████ | 210/233 [00:57<00:05, 3.85it/s] 2/30 5.63G 1.485 1.528 1.456 46 800: 90%|█████████ | 210/233 [00:57<00:05, 3.85it/s] 2/30 5.63G 1.485 1.528 1.456 46 800: 91%|█████████ | 211/233 [00:57<00:05, 3.87it/s] 2/30 5.63G 1.484 1.528 1.455 47 800: 91%|█████████ | 211/233 [00:58<00:05, 3.87it/s] 2/30 5.63G 1.484 1.528 1.455 47 800: 91%|█████████ | 212/233 [00:58<00:05, 3.79it/s] 2/30 5.63G 1.484 1.526 1.454 44 800: 91%|█████████ | 212/233 [00:58<00:05, 3.79it/s] 2/30 5.63G 1.484 1.526 1.454 44 800: 91%|█████████▏| 213/233 [00:58<00:05, 3.76it/s] 2/30 5.63G 1.484 1.527 1.454 36 800: 91%|█████████▏| 213/233 [00:58<00:05, 3.76it/s] 2/30 5.63G 1.484 1.527 1.454 36 800: 92%|█████████▏| 214/233 [00:58<00:05, 3.76it/s] 2/30 5.63G 1.484 1.526 1.454 35 800: 92%|█████████▏| 214/233 [00:58<00:05, 3.76it/s] 2/30 5.63G 1.484 1.526 1.454 35 800: 92%|█████████▏| 215/233 [00:58<00:04, 3.73it/s] 2/30 5.63G 1.484 1.525 1.454 51 800: 92%|█████████▏| 215/233 [00:59<00:04, 3.73it/s] 2/30 5.63G 1.484 1.525 1.454 51 800: 93%|█████████▎| 216/233 [00:59<00:04, 3.72it/s] 2/30 5.63G 1.483 1.524 1.453 41 800: 93%|█████████▎| 216/233 [00:59<00:04, 3.72it/s] 2/30 5.63G 1.483 1.524 1.453 41 800: 93%|█████████▎| 217/233 [00:59<00:04, 3.74it/s] 2/30 5.63G 1.483 1.523 1.453 50 800: 93%|█████████▎| 217/233 [00:59<00:04, 3.74it/s] 2/30 5.63G 1.483 1.523 1.453 50 800: 94%|█████████▎| 218/233 [00:59<00:04, 3.62it/s] 2/30 5.63G 1.482 1.522 1.452 31 800: 94%|█████████▎| 218/233 [01:00<00:04, 3.62it/s] 2/30 5.63G 1.482 1.522 1.452 31 800: 94%|█████████▍| 219/233 [01:00<00:03, 3.71it/s] 2/30 5.63G 1.482 1.522 1.453 32 800: 94%|█████████▍| 219/233 [01:00<00:03, 3.71it/s] 2/30 5.63G 1.482 1.522 1.453 32 800: 94%|█████████▍| 220/233 [01:00<00:03, 3.77it/s] 2/30 5.63G 1.482 1.522 1.453 53 800: 94%|█████████▍| 220/233 [01:00<00:03, 3.77it/s] 2/30 5.63G 1.482 1.522 1.453 53 800: 95%|█████████▍| 221/233 [01:00<00:03, 3.70it/s] 2/30 5.63G 1.483 1.522 1.453 43 800: 95%|█████████▍| 221/233 [01:00<00:03, 3.70it/s] 2/30 5.63G 1.483 1.522 1.453 43 800: 95%|█████████▌| 222/233 [01:00<00:02, 3.77it/s] 2/30 5.63G 1.482 1.522 1.453 41 800: 95%|█████████▌| 222/233 [01:01<00:02, 3.77it/s] 2/30 5.63G 1.482 1.522 1.453 41 800: 96%|█████████▌| 223/233 [01:01<00:02, 3.79it/s] 2/30 5.63G 1.482 1.522 1.452 47 800: 96%|█████████▌| 223/233 [01:01<00:02, 3.79it/s] 2/30 5.63G 1.482 1.522 1.452 47 800: 96%|█████████▌| 224/233 [01:01<00:02, 3.67it/s] 2/30 5.63G 1.482 1.522 1.453 39 800: 96%|█████████▌| 224/233 [01:01<00:02, 3.67it/s] 2/30 5.63G 1.482 1.522 1.453 39 800: 97%|█████████▋| 225/233 [01:01<00:02, 3.73it/s] 2/30 5.63G 1.482 1.52 1.452 40 800: 97%|█████████▋| 225/233 [01:01<00:02, 3.73it/s] 2/30 5.63G 1.482 1.52 1.452 40 800: 97%|█████████▋| 226/233 [01:01<00:01, 3.70it/s] 2/30 5.63G 1.482 1.52 1.452 37 800: 97%|█████████▋| 226/233 [01:02<00:01, 3.70it/s] 2/30 5.63G 1.482 1.52 1.452 37 800: 97%|█████████▋| 227/233 [01:02<00:01, 3.64it/s] 2/30 5.63G 1.481 1.52 1.452 38 800: 97%|█████████▋| 227/233 [01:02<00:01, 3.64it/s] 2/30 5.63G 1.481 1.52 1.452 38 800: 98%|█████████▊| 228/233 [01:02<00:01, 3.70it/s] 2/30 5.63G 1.48 1.519 1.451 49 800: 98%|█████████▊| 228/233 [01:02<00:01, 3.70it/s] 2/30 5.63G 1.48 1.519 1.451 49 800: 98%|█████████▊| 229/233 [01:02<00:01, 3.71it/s] 2/30 5.63G 1.479 1.519 1.451 55 800: 98%|█████████▊| 229/233 [01:02<00:01, 3.71it/s] 2/30 5.63G 1.479 1.519 1.451 55 800: 99%|█████████▊| 230/233 [01:02<00:00, 3.70it/s] 2/30 5.63G 1.479 1.518 1.451 47 800: 99%|█████████▊| 230/233 [01:03<00:00, 3.70it/s] 2/30 5.63G 1.479 1.518 1.451 47 800: 99%|█████████▉| 231/233 [01:03<00:00, 3.76it/s] 2/30 5.63G 1.479 1.52 1.451 44 800: 99%|█████████▉| 231/233 [01:03<00:00, 3.76it/s] 2/30 5.63G 1.479 1.52 1.451 44 800: 100%|█████████▉| 232/233 [01:03<00:00, 3.77it/s] 2/30 6.22G 1.481 1.52 1.452 8 800: 100%|█████████▉| 232/233 [01:03<00:00, 3.77it/s] 2/30 6.22G 1.481 1.52 1.452 8 800: 100%|██████████| 233/233 [01:03<00:00, 4.47it/s] 2/30 6.22G 1.481 1.52 1.452 8 800: 100%|██████████| 233/233 [01:03<00:00, 3.66it/s] Class Images Instances Box(P R mAP50 mAP50-95): 0%| | 0/7 [00:00<?, ?it/s] Class Images Instances Box(P R mAP50 mAP50-95): 14%|█▍ | 1/7 [00:00<00:01, 4.11it/s] Class Images Instances Box(P R mAP50 mAP50-95): 29%|██▊ | 2/7 [00:00<00:01, 4.25it/s] Class Images Instances Box(P R mAP50 mAP50-95): 43%|████▎ | 3/7 [00:00<00:00, 4.28it/s] Class Images Instances Box(P R mAP50 mAP50-95): 57%|█████▋ | 4/7 [00:00<00:00, 4.44it/s] Class Images Instances Box(P R mAP50 mAP50-95): 71%|███████▏ | 5/7 [00:01<00:00, 4.48it/s] Class Images Instances Box(P R mAP50 mAP50-95): 86%|████████▌ | 6/7 [00:01<00:00, 4.58it/s] Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 7/7 [00:01<00:00, 4.96it/s] all 200 249 0.246 0.42 0.234 0.0812 Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size 0%| | 0/233 [00:00<?, ?it/s] 3/30 5.6G 1.495 1.399 1.467 44 800: 0%| | 0/233 [00:00<?, ?it/s] 3/30 5.6G 1.495 1.399 1.467 44 800: 0%| | 1/233 [00:00<01:07, 3.42it/s] 3/30 5.62G 1.6 1.508 1.479 40 800: 0%| | 1/233 [00:00<01:07, 3.42it/s] 3/30 5.62G 1.6 1.508 1.479 40 800: 1%| | 2/233 [00:00<01:02, 3.69it/s] 3/30 5.63G 1.553 1.505 1.479 40 800: 1%| | 2/233 [00:00<01:02, 3.69it/s] 3/30 5.63G 1.553 1.505 1.479 40 800: 1%|▏ | 3/233 [00:00<01:02, 3.69it/s] 3/30 5.63G 1.484 1.466 1.43 46 800: 1%|▏ | 3/233 [00:01<01:02, 3.69it/s] 3/30 5.63G 1.484 1.466 1.43 46 800: 2%|▏ | 4/233 [00:01<01:03, 3.62it/s] 3/30 5.63G 1.436 1.474 1.406 38 800: 2%|▏ | 4/233 [00:01<01:03, 3.62it/s] 3/30 5.63G 1.436 1.474 1.406 38 800: 2%|▏ | 5/233 [00:01<01:01, 3.72it/s] 3/30 5.63G 1.413 1.462 1.396 46 800: 2%|▏ | 5/233 [00:01<01:01, 3.72it/s] 3/30 5.63G 1.413 1.462 1.396 46 800: 3%|▎ | 6/233 [00:01<01:01, 3.67it/s] 3/30 5.63G 1.393 1.456 1.389 52 800: 3%|▎ | 6/233 [00:01<01:01, 3.67it/s] 3/30 5.63G 1.393 1.456 1.389 52 800: 3%|▎ | 7/233 [00:01<01:01, 3.66it/s] 3/30 5.63G 1.39 1.462 1.389 44 800: 3%|▎ | 7/233 [00:02<01:01, 3.66it/s] 3/30 5.63G 1.39 1.462 1.389 44 800: 3%|▎ | 8/233 [00:02<01:02, 3.60it/s] 3/30 5.63G 1.387 1.455 1.383 44 800: 3%|▎ | 8/233 [00:02<01:02, 3.60it/s] 3/30 5.63G 1.387 1.455 1.383 44 800: 4%|▍ | 9/233 [00:02<01:01, 3.62it/s] 3/30 5.63G 1.392 1.47 1.389 45 800: 4%|▍ | 9/233 [00:02<01:01, 3.62it/s] 3/30 5.63G 1.392 1.47 1.389 45 800: 4%|▍ | 10/233 [00:02<01:00, 3.69it/s] 3/30 5.63G 1.395 1.459 1.389 46 800: 4%|▍ | 10/233 [00:02<01:00, 3.69it/s] 3/30 5.63G 1.395 1.459 1.389 46 800: 5%|▍ | 11/233 [00:02<00:59, 3.75it/s] 3/30 5.63G 1.4 1.464 1.392 41 800: 5%|▍ | 11/233 [00:03<00:59, 3.75it/s] 3/30 5.63G 1.4 1.464 1.392 41 800: 5%|▌ | 12/233 [00:03<00:59, 3.71it/s] 3/30 5.63G 1.405 1.45 1.385 32 800: 5%|▌ | 12/233 [00:03<00:59, 3.71it/s] 3/30 5.63G 1.405 1.45 1.385 32 800: 6%|▌ | 13/233 [00:03<01:00, 3.63it/s] 3/30 5.63G 1.423 1.465 1.403 55 800: 6%|▌ | 13/233 [00:03<01:00, 3.63it/s] 3/30 5.63G 1.423 1.465 1.403 55 800: 6%|▌ | 14/233 [00:03<01:00, 3.61it/s] 3/30 5.63G 1.422 1.462 1.396 34 800: 6%|▌ | 14/233 [00:04<01:00, 3.61it/s] 3/30 5.63G 1.422 1.462 1.396 34 800: 6%|▋ | 15/233 [00:04<01:01, 3.56it/s] 3/30 5.63G 1.436 1.46 1.4 32 800: 6%|▋ | 15/233 [00:04<01:01, 3.56it/s] 3/30 5.63G 1.436 1.46 1.4 32 800: 7%|▋ | 16/233 [00:04<00:59, 3.63it/s] 3/30 5.63G 1.432 1.456 1.401 37 800: 7%|▋ | 16/233 [00:04<00:59, 3.63it/s] 3/30 5.63G 1.432 1.456 1.401 37 800: 7%|▋ | 17/233 [00:04<00:58, 3.69it/s] 3/30 5.63G 1.434 1.473 1.409 34 800: 7%|▋ | 17/233 [00:04<00:58, 3.69it/s] 3/30 5.63G 1.434 1.473 1.409 34 800: 8%|▊ | 18/233 [00:04<01:00, 3.57it/s] 3/30 5.63G 1.428 1.46 1.405 31 800: 8%|▊ | 18/233 [00:05<01:00, 3.57it/s] 3/30 5.63G 1.428 1.46 1.405 31 800: 8%|▊ | 19/233 [00:05<00:59, 3.59it/s] 3/30 5.63G 1.425 1.461 1.404 42 800: 8%|▊ | 19/233 [00:05<00:59, 3.59it/s] 3/30 5.63G 1.425 1.461 1.404 42 800: 9%|▊ | 20/233 [00:05<00:58, 3.66it/s] 3/30 5.63G 1.429 1.465 1.408 51 800: 9%|▊ | 20/233 [00:05<00:58, 3.66it/s] 3/30 5.63G 1.429 1.465 1.408 51 800: 9%|▉ | 21/233 [00:05<00:59, 3.55it/s] 3/30 5.63G 1.444 1.484 1.416 51 800: 9%|▉ | 21/233 [00:06<00:59, 3.55it/s] 3/30 5.63G 1.444 1.484 1.416 51 800: 9%|▉ | 22/233 [00:06<00:57, 3.64it/s] 3/30 5.63G 1.451 1.495 1.422 39 800: 9%|▉ | 22/233 [00:06<00:57, 3.64it/s] 3/30 5.63G 1.451 1.495 1.422 39 800: 10%|▉ | 23/233 [00:06<00:56, 3.71it/s] 3/30 5.63G 1.448 1.487 1.42 39 800: 10%|▉ | 23/233 [00:06<00:56, 3.71it/s] 3/30 5.63G 1.448 1.487 1.42 39 800: 10%|█ | 24/233 [00:06<00:58, 3.60it/s] 3/30 5.63G 1.461 1.496 1.427 46 800: 10%|█ | 24/233 [00:06<00:58, 3.60it/s] 3/30 5.63G 1.461 1.496 1.427 46 800: 11%|█ | 25/233 [00:06<00:58, 3.57it/s] 3/30 5.63G 1.471 1.502 1.428 41 800: 11%|█ | 25/233 [00:07<00:58, 3.57it/s] 3/30 5.63G 1.471 1.502 1.428 41 800: 11%|█ | 26/233 [00:07<00:57, 3.60it/s] 3/30 5.63G 1.475 1.5 1.43 41 800: 11%|█ | 26/233 [00:07<00:57, 3.60it/s] 3/30 5.63G 1.475 1.5 1.43 41 800: 12%|█▏ | 27/233 [00:07<00:58, 3.50it/s] 3/30 5.63G 1.478 1.507 1.431 50 800: 12%|█▏ | 27/233 [00:07<00:58, 3.50it/s] 3/30 5.63G 1.478 1.507 1.431 50 800: 12%|█▏ | 28/233 [00:07<00:58, 3.51it/s] 3/30 5.63G 1.482 1.52 1.434 33 800: 12%|█▏ | 28/233 [00:08<00:58, 3.51it/s] 3/30 5.63G 1.482 1.52 1.434 33 800: 12%|█▏ | 29/233 [00:08<00:58, 3.52it/s] 3/30 5.63G 1.48 1.519 1.442 35 800: 12%|█▏ | 29/233 [00:08<00:58, 3.52it/s] 3/30 5.63G 1.48 1.519 1.442 35 800: 13%|█▎ | 30/233 [00:08<00:58, 3.45it/s] 3/30 5.63G 1.479 1.52 1.443 53 800: 13%|█▎ | 30/233 [00:08<00:58, 3.45it/s] 3/30 5.63G 1.479 1.52 1.443 53 800: 13%|█▎ | 31/233 [00:08<00:56, 3.56it/s] 3/30 5.63G 1.476 1.514 1.439 37 800: 13%|█▎ | 31/233 [00:08<00:56, 3.56it/s] 3/30 5.63G 1.476 1.514 1.439 37 800: 14%|█▎ | 32/233 [00:08<00:55, 3.65it/s] 3/30 5.63G 1.483 1.515 1.448 33 800: 14%|█▎ | 32/233 [00:09<00:55, 3.65it/s] 3/30 5.63G 1.483 1.515 1.448 33 800: 14%|█▍ | 33/233 [00:09<00:55, 3.63it/s] 3/30 5.63G 1.481 1.521 1.446 36 800: 14%|█▍ | 33/233 [00:09<00:55, 3.63it/s] 3/30 5.63G 1.481 1.521 1.446 36 800: 15%|█▍ | 34/233 [00:09<00:54, 3.63it/s] 3/30 5.63G 1.479 1.523 1.446 45 800: 15%|█▍ | 34/233 [00:09<00:54, 3.63it/s] 3/30 5.63G 1.479 1.523 1.446 45 800: 15%|█▌ | 35/233 [00:09<00:55, 3.59it/s] 3/30 5.63G 1.477 1.519 1.446 49 800: 15%|█▌ | 35/233 [00:09<00:55, 3.59it/s] 3/30 5.63G 1.477 1.519 1.446 49 800: 15%|█▌ | 36/233 [00:09<00:54, 3.58it/s] 3/30 5.63G 1.48 1.524 1.45 46 800: 15%|█▌ | 36/233 [00:10<00:54, 3.58it/s] 3/30 5.63G 1.48 1.524 1.45 46 800: 16%|█▌ | 37/233 [00:10<00:53, 3.66it/s] 3/30 5.63G 1.477 1.519 1.451 40 800: 16%|█▌ | 37/233 [00:10<00:53, 3.66it/s] 3/30 5.63G 1.477 1.519 1.451 40 800: 16%|█▋ | 38/233 [00:10<00:52, 3.73it/s] 3/30 5.63G 1.478 1.524 1.452 42 800: 16%|█▋ | 38/233 [00:10<00:52, 3.73it/s] 3/30 5.63G 1.478 1.524 1.452 42 800: 17%|█▋ | 39/233 [00:10<00:53, 3.64it/s] 3/30 5.63G 1.475 1.521 1.449 45 800: 17%|█▋ | 39/233 [00:11<00:53, 3.64it/s] 3/30 5.63G 1.475 1.521 1.449 45 800: 17%|█▋ | 40/233 [00:11<00:53, 3.60it/s] 3/30 5.63G 1.473 1.519 1.446 41 800: 17%|█▋ | 40/233 [00:11<00:53, 3.60it/s] 3/30 5.63G 1.473 1.519 1.446 41 800: 18%|█▊ | 41/233 [00:11<00:53, 3.57it/s] 3/30 5.63G 1.475 1.525 1.447 46 800: 18%|█▊ | 41/233 [00:11<00:53, 3.57it/s] 3/30 5.63G 1.475 1.525 1.447 46 800: 18%|█▊ | 42/233 [00:11<00:55, 3.46it/s] 3/30 5.63G 1.475 1.524 1.448 40 800: 18%|█▊ | 42/233 [00:11<00:55, 3.46it/s] 3/30 5.63G 1.475 1.524 1.448 40 800: 18%|█▊ | 43/233 [00:11<00:54, 3.46it/s] 3/30 5.63G 1.472 1.52 1.445 44 800: 18%|█▊ | 43/233 [00:12<00:54, 3.46it/s] 3/30 5.63G 1.472 1.52 1.445 44 800: 19%|█▉ | 44/233 [00:12<00:53, 3.56it/s] 3/30 5.63G 1.475 1.528 1.449 43 800: 19%|█▉ | 44/233 [00:12<00:53, 3.56it/s] 3/30 5.63G 1.475 1.528 1.449 43 800: 19%|█▉ | 45/233 [00:12<00:53, 3.53it/s] 3/30 5.63G 1.477 1.529 1.447 42 800: 19%|█▉ | 45/233 [00:12<00:53, 3.53it/s] 3/30 5.63G 1.477 1.529 1.447 42 800: 20%|█▉ | 46/233 [00:12<00:52, 3.58it/s] 3/30 5.63G 1.477 1.528 1.45 43 800: 20%|█▉ | 46/233 [00:13<00:52, 3.58it/s] 3/30 5.63G 1.477 1.528 1.45 43 800: 20%|██ | 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23%|██▎ | 53/233 [00:14<00:47, 3.78it/s] 3/30 5.63G 1.47 1.518 1.444 36 800: 23%|██▎ | 54/233 [00:14<00:47, 3.74it/s] 3/30 5.63G 1.466 1.514 1.442 35 800: 23%|██▎ | 54/233 [00:15<00:47, 3.74it/s] 3/30 5.63G 1.466 1.514 1.442 35 800: 24%|██▎ | 55/233 [00:15<00:46, 3.79it/s] 3/30 5.63G 1.466 1.514 1.443 41 800: 24%|██▎ | 55/233 [00:15<00:46, 3.79it/s] 3/30 5.63G 1.466 1.514 1.443 41 800: 24%|██▍ | 56/233 [00:15<00:46, 3.82it/s] 3/30 5.63G 1.462 1.513 1.441 40 800: 24%|██▍ | 56/233 [00:15<00:46, 3.82it/s] 3/30 5.63G 1.462 1.513 1.441 40 800: 24%|██▍ | 57/233 [00:15<00:46, 3.79it/s] 3/30 5.63G 1.463 1.517 1.444 37 800: 24%|██▍ | 57/233 [00:15<00:46, 3.79it/s] 3/30 5.63G 1.463 1.517 1.444 37 800: 25%|██▍ | 58/233 [00:15<00:45, 3.83it/s] 3/30 5.63G 1.463 1.517 1.444 39 800: 25%|██▍ | 58/233 [00:16<00:45, 3.83it/s] 3/30 5.63G 1.463 1.517 1.444 39 800: 25%|██▌ | 59/233 [00:16<00:45, 3.86it/s] 3/30 5.63G 1.459 1.516 1.44 56 800: 25%|██▌ | 59/233 [00:16<00:45, 3.86it/s] 3/30 5.63G 1.459 1.516 1.44 56 800: 26%|██▌ | 60/233 [00:16<00:45, 3.79it/s] 3/30 5.63G 1.458 1.512 1.441 31 800: 26%|██▌ | 60/233 [00:16<00:45, 3.79it/s] 3/30 5.63G 1.458 1.512 1.441 31 800: 26%|██▌ | 61/233 [00:16<00:44, 3.84it/s] 3/30 5.63G 1.458 1.514 1.442 50 800: 26%|██▌ | 61/233 [00:16<00:44, 3.84it/s] 3/30 5.63G 1.458 1.514 1.442 50 800: 27%|██▋ | 62/233 [00:16<00:44, 3.85it/s] 3/30 5.63G 1.457 1.512 1.441 46 800: 27%|██▋ | 62/233 [00:17<00:44, 3.85it/s] 3/30 5.63G 1.457 1.512 1.441 46 800: 27%|██▋ | 63/233 [00:17<00:44, 3.78it/s] 3/30 5.63G 1.455 1.51 1.44 45 800: 27%|██▋ | 63/233 [00:17<00:44, 3.78it/s] 3/30 5.63G 1.455 1.51 1.44 45 800: 27%|██▋ | 64/233 [00:17<00:44, 3.82it/s] 3/30 5.63G 1.457 1.511 1.442 42 800: 27%|██▋ | 64/233 [00:17<00:44, 3.82it/s] 3/30 5.63G 1.457 1.511 1.442 42 800: 28%|██▊ | 65/233 [00:17<00:43, 3.84it/s] 3/30 5.63G 1.459 1.511 1.442 33 800: 28%|██▊ | 65/233 [00:18<00:43, 3.84it/s] 3/30 5.63G 1.459 1.511 1.442 33 800: 28%|██▊ | 66/233 [00:18<00:44, 3.77it/s] 3/30 5.63G 1.462 1.513 1.444 47 800: 28%|██▊ | 66/233 [00:18<00:44, 3.77it/s] 3/30 5.63G 1.462 1.513 1.444 47 800: 29%|██▉ | 67/233 [00:18<00:43, 3.83it/s] 3/30 5.63G 1.462 1.511 1.444 40 800: 29%|██▉ | 67/233 [00:18<00:43, 3.83it/s] 3/30 5.63G 1.462 1.511 1.444 40 800: 29%|██▉ | 68/233 [00:18<00:43, 3.77it/s] 3/30 5.63G 1.464 1.51 1.445 42 800: 29%|██▉ | 68/233 [00:18<00:43, 3.77it/s] 3/30 5.63G 1.464 1.51 1.445 42 800: 30%|██▉ | 69/233 [00:18<00:44, 3.68it/s] 3/30 5.63G 1.462 1.507 1.444 36 800: 30%|██▉ | 69/233 [00:19<00:44, 3.68it/s] 3/30 5.63G 1.462 1.507 1.444 36 800: 30%|███ | 70/233 [00:19<00:44, 3.70it/s] 3/30 5.63G 1.46 1.503 1.443 42 800: 30%|███ | 70/233 [00:19<00:44, 3.70it/s] 3/30 5.63G 1.46 1.503 1.443 42 800: 30%|███ | 71/233 [00:19<00:43, 3.70it/s] 3/30 5.63G 1.463 1.505 1.448 34 800: 30%|███ | 71/233 [00:19<00:43, 3.70it/s] 3/30 5.63G 1.463 1.505 1.448 34 800: 31%|███ | 72/233 [00:19<00:43, 3.69it/s] 3/30 5.63G 1.465 1.508 1.448 60 800: 31%|███ | 72/233 [00:19<00:43, 3.69it/s] 3/30 5.63G 1.465 1.508 1.448 60 800: 31%|███▏ | 73/233 [00:19<00:42, 3.75it/s] 3/30 5.63G 1.464 1.504 1.447 35 800: 31%|███▏ | 73/233 [00:20<00:42, 3.75it/s] 3/30 5.63G 1.464 1.504 1.447 35 800: 32%|███▏ | 74/233 [00:20<00:41, 3.80it/s] 3/30 5.63G 1.468 1.505 1.45 47 800: 32%|███▏ | 74/233 [00:20<00:41, 3.80it/s] 3/30 5.63G 1.468 1.505 1.45 47 800: 32%|███▏ | 75/233 [00:20<00:42, 3.74it/s] 3/30 5.63G 1.468 1.505 1.45 40 800: 32%|███▏ | 75/233 [00:20<00:42, 3.74it/s] 3/30 5.63G 1.468 1.505 1.45 40 800: 33%|███▎ | 76/233 [00:20<00:42, 3.69it/s] 3/30 5.63G 1.47 1.51 1.452 32 800: 33%|███▎ | 76/233 [00:20<00:42, 3.69it/s] 3/30 5.63G 1.47 1.51 1.452 32 800: 33%|███▎ | 77/233 [00:20<00:41, 3.73it/s] 3/30 5.63G 1.472 1.51 1.453 40 800: 33%|███▎ | 77/233 [00:21<00:41, 3.73it/s] 3/30 5.63G 1.472 1.51 1.453 40 800: 33%|███▎ | 78/233 [00:21<00:42, 3.69it/s] 3/30 5.63G 1.474 1.511 1.456 39 800: 33%|███▎ | 78/233 [00:21<00:42, 3.69it/s] 3/30 5.63G 1.474 1.511 1.456 39 800: 34%|███▍ | 79/233 [00:21<00:42, 3.62it/s] 3/30 5.63G 1.474 1.512 1.456 36 800: 34%|███▍ | 79/233 [00:21<00:42, 3.62it/s] 3/30 5.63G 1.474 1.512 1.456 36 800: 34%|███▍ | 80/233 [00:21<00:43, 3.55it/s] 3/30 5.63G 1.472 1.507 1.453 37 800: 34%|███▍ | 80/233 [00:22<00:43, 3.55it/s] 3/30 5.63G 1.472 1.507 1.453 37 800: 35%|███▍ | 81/233 [00:22<00:43, 3.48it/s] 3/30 5.63G 1.473 1.507 1.455 39 800: 35%|███▍ | 81/233 [00:22<00:43, 3.48it/s] 3/30 5.63G 1.473 1.507 1.455 39 800: 35%|███▌ | 82/233 [00:22<00:42, 3.57it/s] 3/30 5.63G 1.473 1.507 1.455 43 800: 35%|███▌ | 82/233 [00:22<00:42, 3.57it/s] 3/30 5.63G 1.473 1.507 1.455 43 800: 36%|███▌ | 83/233 [00:22<00:42, 3.57it/s] 3/30 5.63G 1.474 1.506 1.456 38 800: 36%|███▌ | 83/233 [00:22<00:42, 3.57it/s] 3/30 5.63G 1.474 1.506 1.456 38 800: 36%|███▌ | 84/233 [00:22<00:42, 3.55it/s] 3/30 5.63G 1.472 1.505 1.456 43 800: 36%|███▌ | 84/233 [00:23<00:42, 3.55it/s] 3/30 5.63G 1.472 1.505 1.456 43 800: 36%|███▋ | 85/233 [00:23<00:41, 3.60it/s] 3/30 5.63G 1.472 1.503 1.455 40 800: 36%|███▋ | 85/233 [00:23<00:41, 3.60it/s] 3/30 5.63G 1.472 1.503 1.455 40 800: 37%|███▋ | 86/233 [00:23<00:41, 3.57it/s] 3/30 5.63G 1.472 1.506 1.456 53 800: 37%|███▋ | 86/233 [00:23<00:41, 3.57it/s] 3/30 5.63G 1.472 1.506 1.456 53 800: 37%|███▋ | 87/233 [00:23<00:41, 3.50it/s] 3/30 5.63G 1.472 1.505 1.456 42 800: 37%|███▋ | 87/233 [00:24<00:41, 3.50it/s] 3/30 5.63G 1.472 1.505 1.456 42 800: 38%|███▊ | 88/233 [00:24<00:41, 3.50it/s] 3/30 5.63G 1.47 1.503 1.455 45 800: 38%|███▊ | 88/233 [00:24<00:41, 3.50it/s] 3/30 5.63G 1.47 1.503 1.455 45 800: 38%|███▊ | 89/233 [00:24<00:41, 3.49it/s] 3/30 5.63G 1.47 1.501 1.454 51 800: 38%|███▊ | 89/233 [00:24<00:41, 3.49it/s] 3/30 5.63G 1.47 1.501 1.454 51 800: 39%|███▊ | 90/233 [00:24<00:41, 3.41it/s] 3/30 5.63G 1.47 1.506 1.455 37 800: 39%|███▊ | 90/233 [00:24<00:41, 3.41it/s] 3/30 5.63G 1.47 1.506 1.455 37 800: 39%|███▉ | 91/233 [00:24<00:40, 3.47it/s] 3/30 5.63G 1.471 1.506 1.456 57 800: 39%|███▉ | 91/233 [00:25<00:40, 3.47it/s] 3/30 5.63G 1.471 1.506 1.456 57 800: 39%|███▉ | 92/233 [00:25<00:40, 3.51it/s] 3/30 5.63G 1.473 1.507 1.459 47 800: 39%|███▉ | 92/233 [00:25<00:40, 3.51it/s] 3/30 5.63G 1.473 1.507 1.459 47 800: 40%|███▉ | 93/233 [00:25<00:39, 3.55it/s] 3/30 5.63G 1.473 1.507 1.458 39 800: 40%|███▉ | 93/233 [00:25<00:39, 3.55it/s] 3/30 5.63G 1.473 1.507 1.458 39 800: 40%|████ | 94/233 [00:25<00:38, 3.57it/s] 3/30 5.63G 1.474 1.506 1.459 56 800: 40%|████ | 94/233 [00:26<00:38, 3.57it/s] 3/30 5.63G 1.474 1.506 1.459 56 800: 41%|████ | 95/233 [00:26<00:38, 3.61it/s] 3/30 5.63G 1.476 1.509 1.459 46 800: 41%|████ | 95/233 [00:26<00:38, 3.61it/s] 3/30 5.63G 1.476 1.509 1.459 46 800: 41%|████ | 96/233 [00:26<00:38, 3.58it/s] 3/30 5.63G 1.476 1.508 1.459 51 800: 41%|████ | 96/233 [00:26<00:38, 3.58it/s] 3/30 5.63G 1.476 1.508 1.459 51 800: 42%|████▏ | 97/233 [00:26<00:37, 3.62it/s] 3/30 5.63G 1.474 1.508 1.458 54 800: 42%|████▏ | 97/233 [00:26<00:37, 3.62it/s] 3/30 5.63G 1.474 1.508 1.458 54 800: 42%|████▏ | 98/233 [00:26<00:37, 3.56it/s] 3/30 5.63G 1.474 1.51 1.459 55 800: 42%|████▏ | 98/233 [00:27<00:37, 3.56it/s] 3/30 5.63G 1.474 1.51 1.459 55 800: 42%|████▏ | 99/233 [00:27<00:38, 3.47it/s] 3/30 5.63G 1.474 1.512 1.459 33 800: 42%|████▏ | 99/233 [00:27<00:38, 3.47it/s] 3/30 5.63G 1.474 1.512 1.459 33 800: 43%|████▎ | 100/233 [00:27<00:38, 3.49it/s] 3/30 5.63G 1.475 1.515 1.459 47 800: 43%|████▎ | 100/233 [00:27<00:38, 3.49it/s] 3/30 5.63G 1.475 1.515 1.459 47 800: 43%|████▎ | 101/233 [00:27<00:37, 3.50it/s] 3/30 5.63G 1.474 1.513 1.458 44 800: 43%|████▎ | 101/233 [00:28<00:37, 3.50it/s] 3/30 5.63G 1.474 1.513 1.458 44 800: 44%|████▍ | 102/233 [00:28<00:38, 3.42it/s] 3/30 5.63G 1.474 1.513 1.459 55 800: 44%|████▍ | 102/233 [00:28<00:38, 3.42it/s] 3/30 5.63G 1.474 1.513 1.459 55 800: 44%|████▍ | 103/233 [00:28<00:37, 3.45it/s] 3/30 5.63G 1.473 1.513 1.458 35 800: 44%|████▍ | 103/233 [00:28<00:37, 3.45it/s] 3/30 5.63G 1.473 1.513 1.458 35 800: 45%|████▍ | 104/233 [00:28<00:37, 3.48it/s] 3/30 5.63G 1.47 1.51 1.456 43 800: 45%|████▍ | 104/233 [00:28<00:37, 3.48it/s] 3/30 5.63G 1.47 1.51 1.456 43 800: 45%|████▌ | 105/233 [00:28<00:37, 3.46it/s] 3/30 5.63G 1.469 1.509 1.454 29 800: 45%|████▌ | 105/233 [00:29<00:37, 3.46it/s] 3/30 5.63G 1.469 1.509 1.454 29 800: 45%|████▌ | 106/233 [00:29<00:36, 3.45it/s] 3/30 5.63G 1.468 1.506 1.453 38 800: 45%|████▌ | 106/233 [00:29<00:36, 3.45it/s] 3/30 5.63G 1.468 1.506 1.453 38 800: 46%|████▌ | 107/233 [00:29<00:36, 3.47it/s] 3/30 5.63G 1.468 1.507 1.453 35 800: 46%|████▌ | 107/233 [00:29<00:36, 3.47it/s] 3/30 5.63G 1.468 1.507 1.453 35 800: 46%|████▋ | 108/233 [00:29<00:36, 3.47it/s] 3/30 5.63G 1.468 1.507 1.454 56 800: 46%|████▋ | 108/233 [00:30<00:36, 3.47it/s] 3/30 5.63G 1.468 1.507 1.454 56 800: 47%|████▋ | 109/233 [00:30<00:34, 3.59it/s] 3/30 5.63G 1.469 1.507 1.453 44 800: 47%|████▋ | 109/233 [00:30<00:34, 3.59it/s] 3/30 5.63G 1.469 1.507 1.453 44 800: 47%|████▋ | 110/233 [00:30<00:34, 3.59it/s] 3/30 5.63G 1.469 1.507 1.454 39 800: 47%|████▋ | 110/233 [00:30<00:34, 3.59it/s] 3/30 5.63G 1.469 1.507 1.454 39 800: 48%|████▊ | 111/233 [00:30<00:35, 3.48it/s] 3/30 5.63G 1.469 1.507 1.453 58 800: 48%|████▊ | 111/233 [00:30<00:35, 3.48it/s] 3/30 5.63G 1.469 1.507 1.453 58 800: 48%|████▊ | 112/233 [00:30<00:34, 3.53it/s] 3/30 5.63G 1.468 1.505 1.453 40 800: 48%|████▊ | 112/233 [00:31<00:34, 3.53it/s] 3/30 5.63G 1.468 1.505 1.453 40 800: 48%|████▊ | 113/233 [00:31<00:34, 3.52it/s] 3/30 5.63G 1.467 1.502 1.452 40 800: 48%|████▊ | 113/233 [00:31<00:34, 3.52it/s] 3/30 5.63G 1.467 1.502 1.452 40 800: 49%|████▉ | 114/233 [00:31<00:34, 3.45it/s] 3/30 5.63G 1.467 1.502 1.451 46 800: 49%|████▉ | 114/233 [00:31<00:34, 3.45it/s] 3/30 5.63G 1.467 1.502 1.451 46 800: 49%|████▉ | 115/233 [00:31<00:33, 3.50it/s] 3/30 5.63G 1.467 1.501 1.45 51 800: 49%|████▉ | 115/233 [00:32<00:33, 3.50it/s] 3/30 5.63G 1.467 1.501 1.45 51 800: 50%|████▉ | 116/233 [00:32<00:32, 3.61it/s] 3/30 5.63G 1.468 1.5 1.451 44 800: 50%|████▉ | 116/233 [00:32<00:32, 3.61it/s] 3/30 5.63G 1.468 1.5 1.451 44 800: 50%|█████ | 117/233 [00:32<00:32, 3.56it/s] 3/30 5.63G 1.469 1.499 1.45 41 800: 50%|█████ | 117/233 [00:32<00:32, 3.56it/s] 3/30 5.63G 1.469 1.499 1.45 41 800: 51%|█████ | 118/233 [00:32<00:32, 3.54it/s] 3/30 5.63G 1.469 1.502 1.451 58 800: 51%|█████ | 118/233 [00:32<00:32, 3.54it/s] 3/30 5.63G 1.469 1.502 1.451 58 800: 51%|█████ | 119/233 [00:32<00:32, 3.51it/s] 3/30 5.63G 1.47 1.502 1.451 50 800: 51%|█████ | 119/233 [00:33<00:32, 3.51it/s] 3/30 5.63G 1.47 1.502 1.451 50 800: 52%|█████▏ | 120/233 [00:33<00:31, 3.54it/s] 3/30 5.63G 1.47 1.502 1.45 45 800: 52%|█████▏ | 120/233 [00:33<00:31, 3.54it/s] 3/30 5.63G 1.47 1.502 1.45 45 800: 52%|█████▏ | 121/233 [00:33<00:32, 3.48it/s] 3/30 5.63G 1.47 1.503 1.451 31 800: 52%|█████▏ | 121/233 [00:33<00:32, 3.48it/s] 3/30 5.63G 1.47 1.503 1.451 31 800: 52%|█████▏ | 122/233 [00:33<00:31, 3.57it/s] 3/30 5.63G 1.471 1.506 1.452 57 800: 52%|█████▏ | 122/233 [00:34<00:31, 3.57it/s] 3/30 5.63G 1.471 1.506 1.452 57 800: 53%|█████▎ | 123/233 [00:34<00:30, 3.61it/s] 3/30 5.63G 1.47 1.504 1.45 34 800: 53%|█████▎ | 123/233 [00:34<00:30, 3.61it/s] 3/30 5.63G 1.47 1.504 1.45 34 800: 53%|█████▎ | 124/233 [00:34<00:30, 3.56it/s] 3/30 5.63G 1.471 1.503 1.45 36 800: 53%|█████▎ | 124/233 [00:34<00:30, 3.56it/s] 3/30 5.63G 1.471 1.503 1.45 36 800: 54%|█████▎ | 125/233 [00:34<00:30, 3.49it/s] 3/30 5.63G 1.471 1.502 1.45 53 800: 54%|█████▎ | 125/233 [00:34<00:30, 3.49it/s] 3/30 5.63G 1.471 1.502 1.45 53 800: 54%|█████▍ | 126/233 [00:34<00:30, 3.52it/s] 3/30 5.63G 1.471 1.505 1.45 49 800: 54%|█████▍ | 126/233 [00:35<00:30, 3.52it/s] 3/30 5.63G 1.471 1.505 1.45 49 800: 55%|█████▍ | 127/233 [00:35<00:29, 3.62it/s] 3/30 5.63G 1.47 1.504 1.449 36 800: 55%|█████▍ | 127/233 [00:35<00:29, 3.62it/s] 3/30 5.63G 1.47 1.504 1.449 36 800: 55%|█████▍ | 128/233 [00:35<00:29, 3.60it/s] 3/30 5.63G 1.469 1.503 1.448 53 800: 55%|█████▍ | 128/233 [00:35<00:29, 3.60it/s] 3/30 5.63G 1.469 1.503 1.448 53 800: 55%|█████▌ | 129/233 [00:35<00:29, 3.56it/s] 3/30 5.63G 1.47 1.502 1.448 34 800: 55%|█████▌ | 129/233 [00:36<00:29, 3.56it/s] 3/30 5.63G 1.47 1.502 1.448 34 800: 56%|█████▌ | 130/233 [00:36<00:28, 3.61it/s] 3/30 5.63G 1.47 1.502 1.448 35 800: 56%|█████▌ | 130/233 [00:36<00:28, 3.61it/s] 3/30 5.63G 1.47 1.502 1.448 35 800: 56%|█████▌ | 131/233 [00:36<00:28, 3.53it/s] 3/30 5.63G 1.47 1.501 1.449 47 800: 56%|█████▌ | 131/233 [00:36<00:28, 3.53it/s] 3/30 5.63G 1.47 1.501 1.449 47 800: 57%|█████▋ | 132/233 [00:36<00:27, 3.62it/s] 3/30 5.63G 1.469 1.5 1.449 36 800: 57%|█████▋ | 132/233 [00:36<00:27, 3.62it/s] 3/30 5.63G 1.469 1.5 1.449 36 800: 57%|█████▋ | 133/233 [00:36<00:27, 3.62it/s] 3/30 5.63G 1.468 1.498 1.448 43 800: 57%|█████▋ | 133/233 [00:37<00:27, 3.62it/s] 3/30 5.63G 1.468 1.498 1.448 43 800: 58%|█████▊ | 134/233 [00:37<00:26, 3.70it/s] 3/30 5.63G 1.467 1.499 1.448 47 800: 58%|█████▊ | 134/233 [00:37<00:26, 3.70it/s] 3/30 5.63G 1.467 1.499 1.448 47 800: 58%|█████▊ | 135/233 [00:37<00:26, 3.72it/s] 3/30 5.63G 1.468 1.498 1.447 45 800: 58%|█████▊ | 135/233 [00:37<00:26, 3.72it/s] 3/30 5.63G 1.468 1.498 1.447 45 800: 58%|█████▊ | 136/233 [00:37<00:26, 3.68it/s] 3/30 5.63G 1.466 1.496 1.446 29 800: 58%|█████▊ | 136/233 [00:37<00:26, 3.68it/s] 3/30 5.63G 1.466 1.496 1.446 29 800: 59%|█████▉ | 137/233 [00:37<00:26, 3.66it/s] 3/30 5.63G 1.465 1.495 1.444 44 800: 59%|█████▉ | 137/233 [00:38<00:26, 3.66it/s] 3/30 5.63G 1.465 1.495 1.444 44 800: 59%|█████▉ | 138/233 [00:38<00:26, 3.60it/s] 3/30 5.63G 1.465 1.496 1.444 43 800: 59%|█████▉ | 138/233 [00:38<00:26, 3.60it/s] 3/30 5.63G 1.465 1.496 1.444 43 800: 60%|█████▉ | 139/233 [00:38<00:26, 3.60it/s] 3/30 5.63G 1.463 1.494 1.444 35 800: 60%|█████▉ | 139/233 [00:38<00:26, 3.60it/s] 3/30 5.63G 1.463 1.494 1.444 35 800: 60%|██████ | 140/233 [00:38<00:25, 3.68it/s] 3/30 5.63G 1.462 1.494 1.443 42 800: 60%|██████ | 140/233 [00:39<00:25, 3.68it/s] 3/30 5.63G 1.462 1.494 1.443 42 800: 61%|██████ | 141/233 [00:39<00:25, 3.67it/s] 3/30 5.63G 1.461 1.493 1.443 44 800: 61%|██████ | 141/233 [00:39<00:25, 3.67it/s] 3/30 5.63G 1.461 1.493 1.443 44 800: 61%|██████ | 142/233 [00:39<00:24, 3.74it/s] 3/30 5.63G 1.459 1.491 1.443 43 800: 61%|██████ | 142/233 [00:39<00:24, 3.74it/s] 3/30 5.63G 1.459 1.491 1.443 43 800: 61%|██████▏ | 143/233 [00:39<00:23, 3.78it/s] 3/30 5.63G 1.457 1.489 1.441 44 800: 61%|██████▏ | 143/233 [00:39<00:23, 3.78it/s] 3/30 5.63G 1.457 1.489 1.441 44 800: 62%|██████▏ | 144/233 [00:39<00:23, 3.81it/s] 3/30 5.63G 1.457 1.489 1.441 33 800: 62%|██████▏ | 144/233 [00:40<00:23, 3.81it/s] 3/30 5.63G 1.457 1.489 1.441 33 800: 62%|██████▏ | 145/233 [00:40<00:23, 3.75it/s] 3/30 5.63G 1.457 1.487 1.441 43 800: 62%|██████▏ | 145/233 [00:40<00:23, 3.75it/s] 3/30 5.63G 1.457 1.487 1.441 43 800: 63%|██████▎ | 146/233 [00:40<00:22, 3.79it/s] 3/30 5.63G 1.456 1.486 1.44 49 800: 63%|██████▎ | 146/233 [00:40<00:22, 3.79it/s] 3/30 5.63G 1.456 1.486 1.44 49 800: 63%|██████▎ | 147/233 [00:40<00:22, 3.81it/s] 3/30 5.63G 1.456 1.486 1.44 51 800: 63%|██████▎ | 147/233 [00:40<00:22, 3.81it/s] 3/30 5.63G 1.456 1.486 1.44 51 800: 64%|██████▎ | 148/233 [00:40<00:22, 3.84it/s] 3/30 5.63G 1.455 1.484 1.438 38 800: 64%|██████▎ | 148/233 [00:41<00:22, 3.84it/s] 3/30 5.63G 1.455 1.484 1.438 38 800: 64%|██████▍ | 149/233 [00:41<00:22, 3.78it/s] 3/30 5.63G 1.454 1.482 1.438 39 800: 64%|██████▍ | 149/233 [00:41<00:22, 3.78it/s] 3/30 5.63G 1.454 1.482 1.438 39 800: 64%|██████▍ | 150/233 [00:41<00:21, 3.81it/s] 3/30 5.63G 1.454 1.481 1.437 44 800: 64%|██████▍ | 150/233 [00:41<00:21, 3.81it/s] 3/30 5.63G 1.454 1.481 1.437 44 800: 65%|██████▍ | 151/233 [00:41<00:21, 3.82it/s] 3/30 5.63G 1.454 1.482 1.437 52 800: 65%|██████▍ | 151/233 [00:41<00:21, 3.82it/s] 3/30 5.63G 1.454 1.482 1.437 52 800: 65%|██████▌ | 152/233 [00:41<00:21, 3.85it/s] 3/30 5.63G 1.454 1.482 1.437 47 800: 65%|██████▌ | 152/233 [00:42<00:21, 3.85it/s] 3/30 5.63G 1.454 1.482 1.437 47 800: 66%|██████▌ | 153/233 [00:42<00:21, 3.78it/s] 3/30 5.63G 1.452 1.48 1.436 32 800: 66%|██████▌ | 153/233 [00:42<00:21, 3.78it/s] 3/30 5.63G 1.452 1.48 1.436 32 800: 66%|██████▌ | 154/233 [00:42<00:21, 3.71it/s] 3/30 5.63G 1.451 1.481 1.436 45 800: 66%|██████▌ | 154/233 [00:42<00:21, 3.71it/s] 3/30 5.63G 1.451 1.481 1.436 45 800: 67%|██████▋ | 155/233 [00:42<00:20, 3.76it/s] 3/30 5.63G 1.45 1.479 1.435 33 800: 67%|██████▋ | 155/233 [00:42<00:20, 3.76it/s] 3/30 5.63G 1.45 1.479 1.435 33 800: 67%|██████▋ | 156/233 [00:42<00:20, 3.71it/s] 3/30 5.63G 1.45 1.48 1.435 47 800: 67%|██████▋ | 156/233 [00:43<00:20, 3.71it/s] 3/30 5.63G 1.45 1.48 1.435 47 800: 67%|██████▋ | 157/233 [00:43<00:20, 3.68it/s] 3/30 5.63G 1.449 1.479 1.434 47 800: 67%|██████▋ | 157/233 [00:43<00:20, 3.68it/s] 3/30 5.63G 1.449 1.479 1.434 47 800: 68%|██████▊ | 158/233 [00:43<00:20, 3.64it/s] 3/30 5.63G 1.449 1.477 1.434 44 800: 68%|██████▊ | 158/233 [00:43<00:20, 3.64it/s] 3/30 5.63G 1.449 1.477 1.434 44 800: 68%|██████▊ | 159/233 [00:43<00:20, 3.64it/s] 3/30 5.63G 1.447 1.476 1.434 40 800: 68%|██████▊ | 159/233 [00:44<00:20, 3.64it/s] 3/30 5.63G 1.447 1.476 1.434 40 800: 69%|██████▊ | 160/233 [00:44<00:19, 3.70it/s] 3/30 5.63G 1.447 1.474 1.433 42 800: 69%|██████▊ | 160/233 [00:44<00:19, 3.70it/s] 3/30 5.63G 1.447 1.474 1.433 42 800: 69%|██████▉ | 161/233 [00:44<00:20, 3.53it/s] 3/30 5.63G 1.445 1.472 1.433 50 800: 69%|██████▉ | 161/233 [00:44<00:20, 3.53it/s] 3/30 5.63G 1.445 1.472 1.433 50 800: 70%|██████▉ | 162/233 [00:44<00:20, 3.52it/s] 3/30 5.63G 1.446 1.472 1.433 50 800: 70%|██████▉ | 162/233 [00:44<00:20, 3.52it/s] 3/30 5.63G 1.446 1.472 1.433 50 800: 70%|██████▉ | 163/233 [00:44<00:19, 3.53it/s] 3/30 5.63G 1.446 1.471 1.433 40 800: 70%|██████▉ | 163/233 [00:45<00:19, 3.53it/s] 3/30 5.63G 1.446 1.471 1.433 40 800: 70%|███████ | 164/233 [00:45<00:18, 3.64it/s] 3/30 5.63G 1.446 1.47 1.433 45 800: 70%|███████ | 164/233 [00:45<00:18, 3.64it/s] 3/30 5.63G 1.446 1.47 1.433 45 800: 71%|███████ | 165/233 [00:45<00:19, 3.56it/s] 3/30 5.63G 1.445 1.469 1.432 35 800: 71%|███████ | 165/233 [00:45<00:19, 3.56it/s] 3/30 5.63G 1.445 1.469 1.432 35 800: 71%|███████ | 166/233 [00:45<00:18, 3.55it/s] 3/30 5.63G 1.443 1.466 1.43 30 800: 71%|███████ | 166/233 [00:46<00:18, 3.55it/s] 3/30 5.63G 1.443 1.466 1.43 30 800: 72%|███████▏ | 167/233 [00:46<00:18, 3.55it/s] 3/30 5.63G 1.442 1.466 1.43 28 800: 72%|███████▏ | 167/233 [00:46<00:18, 3.55it/s] 3/30 5.63G 1.442 1.466 1.43 28 800: 72%|███████▏ | 168/233 [00:46<00:17, 3.62it/s] 3/30 5.63G 1.441 1.463 1.429 32 800: 72%|███████▏ | 168/233 [00:46<00:17, 3.62it/s] 3/30 5.63G 1.441 1.463 1.429 32 800: 73%|███████▎ | 169/233 [00:46<00:17, 3.58it/s] 3/30 5.63G 1.441 1.463 1.43 38 800: 73%|███████▎ | 169/233 [00:46<00:17, 3.58it/s] 3/30 5.63G 1.441 1.463 1.43 38 800: 73%|███████▎ | 170/233 [00:46<00:17, 3.67it/s] 3/30 5.63G 1.441 1.464 1.43 49 800: 73%|███████▎ | 170/233 [00:47<00:17, 3.67it/s] 3/30 5.63G 1.441 1.464 1.43 49 800: 73%|███████▎ | 171/233 [00:47<00:16, 3.67it/s] 3/30 5.63G 1.441 1.463 1.43 47 800: 73%|███████▎ | 171/233 [00:47<00:16, 3.67it/s] 3/30 5.63G 1.441 1.463 1.43 47 800: 74%|███████▍ | 172/233 [00:47<00:16, 3.72it/s] 3/30 5.63G 1.441 1.464 1.43 50 800: 74%|███████▍ | 172/233 [00:47<00:16, 3.72it/s] 3/30 5.63G 1.441 1.464 1.43 50 800: 74%|███████▍ | 173/233 [00:47<00:16, 3.70it/s] 3/30 5.63G 1.441 1.462 1.429 34 800: 74%|███████▍ | 173/233 [00:47<00:16, 3.70it/s] 3/30 5.63G 1.441 1.462 1.429 34 800: 75%|███████▍ | 174/233 [00:47<00:15, 3.76it/s] 3/30 5.63G 1.44 1.46 1.428 46 800: 75%|███████▍ | 174/233 [00:48<00:15, 3.76it/s] 3/30 5.63G 1.44 1.46 1.428 46 800: 75%|███████▌ | 175/233 [00:48<00:15, 3.81it/s] 3/30 5.63G 1.441 1.461 1.429 48 800: 75%|███████▌ | 175/233 [00:48<00:15, 3.81it/s] 3/30 5.63G 1.441 1.461 1.429 48 800: 76%|███████▌ | 176/233 [00:48<00:14, 3.83it/s] 3/30 5.63G 1.441 1.46 1.431 46 800: 76%|███████▌ | 176/233 [00:48<00:14, 3.83it/s] 3/30 5.63G 1.441 1.46 1.431 46 800: 76%|███████▌ | 177/233 [00:48<00:14, 3.76it/s] 3/30 5.63G 1.442 1.46 1.431 40 800: 76%|███████▌ | 177/233 [00:48<00:14, 3.76it/s] 3/30 5.63G 1.442 1.46 1.431 40 800: 76%|███████▋ | 178/233 [00:48<00:14, 3.79it/s] 3/30 5.63G 1.442 1.46 1.431 37 800: 76%|███████▋ | 178/233 [00:49<00:14, 3.79it/s] 3/30 5.63G 1.442 1.46 1.431 37 800: 77%|███████▋ | 179/233 [00:49<00:14, 3.81it/s] 3/30 5.63G 1.441 1.458 1.43 40 800: 77%|███████▋ | 179/233 [00:49<00:14, 3.81it/s] 3/30 5.63G 1.441 1.458 1.43 40 800: 77%|███████▋ | 180/233 [00:49<00:13, 3.83it/s] 3/30 5.63G 1.441 1.458 1.43 55 800: 77%|███████▋ | 180/233 [00:49<00:13, 3.83it/s] 3/30 5.63G 1.441 1.458 1.43 55 800: 78%|███████▊ | 181/233 [00:49<00:13, 3.77it/s] 3/30 5.63G 1.441 1.456 1.429 38 800: 78%|███████▊ | 181/233 [00:50<00:13, 3.77it/s] 3/30 5.63G 1.441 1.456 1.429 38 800: 78%|███████▊ | 182/233 [00:50<00:13, 3.79it/s] 3/30 5.63G 1.439 1.454 1.428 39 800: 78%|███████▊ | 182/233 [00:50<00:13, 3.79it/s] 3/30 5.63G 1.439 1.454 1.428 39 800: 79%|███████▊ | 183/233 [00:50<00:13, 3.82it/s] 3/30 5.63G 1.438 1.453 1.427 36 800: 79%|███████▊ | 183/233 [00:50<00:13, 3.82it/s] 3/30 5.63G 1.438 1.453 1.427 36 800: 79%|███████▉ | 184/233 [00:50<00:12, 3.84it/s] 3/30 5.63G 1.438 1.453 1.428 61 800: 79%|███████▉ | 184/233 [00:50<00:12, 3.84it/s] 3/30 5.63G 1.438 1.453 1.428 61 800: 79%|███████▉ | 185/233 [00:50<00:12, 3.78it/s] 3/30 5.63G 1.437 1.453 1.427 39 800: 79%|███████▉ | 185/233 [00:51<00:12, 3.78it/s] 3/30 5.63G 1.437 1.453 1.427 39 800: 80%|███████▉ | 186/233 [00:51<00:12, 3.81it/s] 3/30 5.63G 1.436 1.451 1.426 46 800: 80%|███████▉ | 186/233 [00:51<00:12, 3.81it/s] 3/30 5.63G 1.436 1.451 1.426 46 800: 80%|████████ | 187/233 [00:51<00:11, 3.85it/s] 3/30 5.63G 1.435 1.45 1.426 36 800: 80%|████████ | 187/233 [00:51<00:11, 3.85it/s] 3/30 5.63G 1.435 1.45 1.426 36 800: 81%|████████ | 188/233 [00:51<00:11, 3.87it/s] 3/30 5.63G 1.435 1.45 1.426 47 800: 81%|████████ | 188/233 [00:51<00:11, 3.87it/s] 3/30 5.63G 1.435 1.45 1.426 47 800: 81%|████████ | 189/233 [00:51<00:11, 3.78it/s] 3/30 5.63G 1.434 1.449 1.425 35 800: 81%|████████ | 189/233 [00:52<00:11, 3.78it/s] 3/30 5.63G 1.434 1.449 1.425 35 800: 82%|████████▏ | 190/233 [00:52<00:11, 3.83it/s] 3/30 5.63G 1.433 1.448 1.424 42 800: 82%|████████▏ | 190/233 [00:52<00:11, 3.83it/s] 3/30 5.63G 1.433 1.448 1.424 42 800: 82%|████████▏ | 191/233 [00:52<00:11, 3.80it/s] 3/30 5.63G 1.433 1.448 1.424 51 800: 82%|████████▏ | 191/233 [00:52<00:11, 3.80it/s] 3/30 5.63G 1.433 1.448 1.424 51 800: 82%|████████▏ | 192/233 [00:52<00:10, 3.81it/s] 3/30 5.63G 1.434 1.449 1.425 59 800: 82%|████████▏ | 192/233 [00:52<00:10, 3.81it/s] 3/30 5.63G 1.434 1.449 1.425 59 800: 83%|████████▎ | 193/233 [00:52<00:10, 3.77it/s] 3/30 5.63G 1.435 1.448 1.425 39 800: 83%|████████▎ | 193/233 [00:53<00:10, 3.77it/s] 3/30 5.63G 1.435 1.448 1.425 39 800: 83%|████████▎ | 194/233 [00:53<00:10, 3.82it/s] 3/30 5.63G 1.434 1.447 1.425 47 800: 83%|████████▎ | 194/233 [00:53<00:10, 3.82it/s] 3/30 5.63G 1.434 1.447 1.425 47 800: 84%|████████▎ | 195/233 [00:53<00:09, 3.82it/s] 3/30 5.63G 1.434 1.447 1.425 47 800: 84%|████████▎ | 195/233 [00:53<00:09, 3.82it/s] 3/30 5.63G 1.434 1.447 1.425 47 800: 84%|████████▍ | 196/233 [00:53<00:09, 3.86it/s] 3/30 5.63G 1.433 1.446 1.424 53 800: 84%|████████▍ | 196/233 [00:53<00:09, 3.86it/s] 3/30 5.63G 1.433 1.446 1.424 53 800: 85%|████████▍ | 197/233 [00:53<00:09, 3.78it/s] 3/30 5.63G 1.432 1.446 1.424 45 800: 85%|████████▍ | 197/233 [00:54<00:09, 3.78it/s] 3/30 5.63G 1.432 1.446 1.424 45 800: 85%|████████▍ | 198/233 [00:54<00:09, 3.80it/s] 3/30 5.63G 1.433 1.447 1.424 40 800: 85%|████████▍ | 198/233 [00:54<00:09, 3.80it/s] 3/30 5.63G 1.433 1.447 1.424 40 800: 85%|████████▌ | 199/233 [00:54<00:08, 3.83it/s] 3/30 5.63G 1.432 1.447 1.424 39 800: 85%|████████▌ | 199/233 [00:54<00:08, 3.83it/s] 3/30 5.63G 1.432 1.447 1.424 39 800: 86%|████████▌ | 200/233 [00:54<00:08, 3.83it/s] 3/30 5.63G 1.433 1.448 1.424 46 800: 86%|████████▌ | 200/233 [00:55<00:08, 3.83it/s] 3/30 5.63G 1.433 1.448 1.424 46 800: 86%|████████▋ | 201/233 [00:55<00:08, 3.76it/s] 3/30 5.63G 1.433 1.448 1.424 44 800: 86%|████████▋ | 201/233 [00:55<00:08, 3.76it/s] 3/30 5.63G 1.433 1.448 1.424 44 800: 87%|████████▋ | 202/233 [00:55<00:08, 3.82it/s] 3/30 5.63G 1.433 1.448 1.424 46 800: 87%|████████▋ | 202/233 [00:55<00:08, 3.82it/s] 3/30 5.63G 1.433 1.448 1.424 46 800: 87%|████████▋ | 203/233 [00:55<00:07, 3.81it/s] 3/30 5.63G 1.433 1.447 1.424 50 800: 87%|████████▋ | 203/233 [00:55<00:07, 3.81it/s] 3/30 5.63G 1.433 1.447 1.424 50 800: 88%|████████▊ | 204/233 [00:55<00:07, 3.83it/s] 3/30 5.63G 1.431 1.446 1.423 44 800: 88%|████████▊ | 204/233 [00:56<00:07, 3.83it/s] 3/30 5.63G 1.431 1.446 1.423 44 800: 88%|████████▊ | 205/233 [00:56<00:07, 3.76it/s] 3/30 5.63G 1.43 1.445 1.422 46 800: 88%|████████▊ | 205/233 [00:56<00:07, 3.76it/s] 3/30 5.63G 1.43 1.445 1.422 46 800: 88%|████████▊ | 206/233 [00:56<00:07, 3.80it/s] 3/30 5.63G 1.431 1.447 1.423 50 800: 88%|████████▊ | 206/233 [00:56<00:07, 3.80it/s] 3/30 5.63G 1.431 1.447 1.423 50 800: 89%|████████▉ | 207/233 [00:56<00:06, 3.82it/s] 3/30 5.63G 1.43 1.447 1.423 42 800: 89%|████████▉ | 207/233 [00:56<00:06, 3.82it/s] 3/30 5.63G 1.43 1.447 1.423 42 800: 89%|████████▉ | 208/233 [00:56<00:06, 3.83it/s] 3/30 5.63G 1.43 1.447 1.424 42 800: 89%|████████▉ | 208/233 [00:57<00:06, 3.83it/s] 3/30 5.63G 1.43 1.447 1.424 42 800: 90%|████████▉ | 209/233 [00:57<00:06, 3.76it/s] 3/30 5.63G 1.43 1.446 1.423 43 800: 90%|████████▉ | 209/233 [00:57<00:06, 3.76it/s] 3/30 5.63G 1.43 1.446 1.423 43 800: 90%|█████████ | 210/233 [00:57<00:06, 3.80it/s] 3/30 5.63G 1.429 1.445 1.423 46 800: 90%|█████████ | 210/233 [00:57<00:06, 3.80it/s] 3/30 5.63G 1.429 1.445 1.423 46 800: 91%|█████████ | 211/233 [00:57<00:05, 3.82it/s] 3/30 5.63G 1.428 1.444 1.423 47 800: 91%|█████████ | 211/233 [00:57<00:05, 3.82it/s] 3/30 5.63G 1.428 1.444 1.423 47 800: 91%|█████████ | 212/233 [00:57<00:05, 3.85it/s] 3/30 5.63G 1.428 1.444 1.423 42 800: 91%|█████████ | 212/233 [00:58<00:05, 3.85it/s] 3/30 5.63G 1.428 1.444 1.423 42 800: 91%|█████████▏| 213/233 [00:58<00:05, 3.80it/s] 3/30 5.63G 1.427 1.442 1.422 30 800: 91%|█████████▏| 213/233 [00:58<00:05, 3.80it/s] 3/30 5.63G 1.427 1.442 1.422 30 800: 92%|█████████▏| 214/233 [00:58<00:04, 3.83it/s] 3/30 5.63G 1.427 1.441 1.421 40 800: 92%|█████████▏| 214/233 [00:58<00:04, 3.83it/s] 3/30 5.63G 1.427 1.441 1.421 40 800: 92%|█████████▏| 215/233 [00:58<00:04, 3.84it/s] 3/30 5.63G 1.427 1.442 1.422 42 800: 92%|█████████▏| 215/233 [00:58<00:04, 3.84it/s] 3/30 5.63G 1.427 1.442 1.422 42 800: 93%|█████████▎| 216/233 [00:58<00:04, 3.86it/s] 3/30 5.63G 1.427 1.441 1.421 45 800: 93%|█████████▎| 216/233 [00:59<00:04, 3.86it/s] 3/30 5.63G 1.427 1.441 1.421 45 800: 93%|█████████▎| 217/233 [00:59<00:04, 3.82it/s] 3/30 5.63G 1.426 1.441 1.421 51 800: 93%|█████████▎| 217/233 [00:59<00:04, 3.82it/s] 3/30 5.63G 1.426 1.441 1.421 51 800: 94%|█████████▎| 218/233 [00:59<00:03, 3.85it/s] 3/30 5.63G 1.426 1.441 1.421 42 800: 94%|█████████▎| 218/233 [00:59<00:03, 3.85it/s] 3/30 5.63G 1.426 1.441 1.421 42 800: 94%|█████████▍| 219/233 [00:59<00:03, 3.85it/s] 3/30 5.63G 1.425 1.44 1.421 41 800: 94%|█████████▍| 219/233 [00:59<00:03, 3.85it/s] 3/30 5.63G 1.425 1.44 1.421 41 800: 94%|█████████▍| 220/233 [00:59<00:03, 3.88it/s] 3/30 5.63G 1.425 1.441 1.421 37 800: 94%|█████████▍| 220/233 [01:00<00:03, 3.88it/s] 3/30 5.63G 1.425 1.441 1.421 37 800: 95%|█████████▍| 221/233 [01:00<00:03, 3.81it/s] 3/30 5.63G 1.425 1.441 1.421 40 800: 95%|█████████▍| 221/233 [01:00<00:03, 3.81it/s] 3/30 5.63G 1.425 1.441 1.421 40 800: 95%|█████████▌| 222/233 [01:00<00:02, 3.84it/s] 3/30 5.63G 1.425 1.442 1.421 42 800: 95%|█████████▌| 222/233 [01:00<00:02, 3.84it/s] 3/30 5.63G 1.425 1.442 1.421 42 800: 96%|█████████▌| 223/233 [01:00<00:02, 3.86it/s] 3/30 5.63G 1.424 1.441 1.42 39 800: 96%|█████████▌| 223/233 [01:01<00:02, 3.86it/s] 3/30 5.63G 1.424 1.441 1.42 39 800: 96%|█████████▌| 224/233 [01:01<00:02, 3.87it/s] 3/30 5.63G 1.424 1.441 1.42 41 800: 96%|█████████▌| 224/233 [01:01<00:02, 3.87it/s] 3/30 5.63G 1.424 1.441 1.42 41 800: 97%|█████████▋| 225/233 [01:01<00:02, 3.81it/s] 3/30 5.63G 1.424 1.44 1.42 45 800: 97%|█████████▋| 225/233 [01:01<00:02, 3.81it/s] 3/30 5.63G 1.424 1.44 1.42 45 800: 97%|█████████▋| 226/233 [01:01<00:01, 3.85it/s] 3/30 5.63G 1.423 1.44 1.419 45 800: 97%|█████████▋| 226/233 [01:01<00:01, 3.85it/s] 3/30 5.63G 1.423 1.44 1.419 45 800: 97%|█████████▋| 227/233 [01:01<00:01, 3.87it/s] 3/30 5.63G 1.423 1.44 1.42 40 800: 97%|█████████▋| 227/233 [01:02<00:01, 3.87it/s] 3/30 5.63G 1.423 1.44 1.42 40 800: 98%|█████████▊| 228/233 [01:02<00:01, 3.89it/s] 3/30 5.63G 1.423 1.44 1.419 42 800: 98%|█████████▊| 228/233 [01:02<00:01, 3.89it/s] 3/30 5.63G 1.423 1.44 1.419 42 800: 98%|█████████▊| 229/233 [01:02<00:01, 3.83it/s] 3/30 5.63G 1.423 1.439 1.419 34 800: 98%|█████████▊| 229/233 [01:02<00:01, 3.83it/s] 3/30 5.63G 1.423 1.439 1.419 34 800: 99%|█████████▊| 230/233 [01:02<00:00, 3.84it/s] 3/30 5.63G 1.423 1.44 1.42 35 800: 99%|█████████▊| 230/233 [01:02<00:00, 3.84it/s] 3/30 5.63G 1.423 1.44 1.42 35 800: 99%|█████████▉| 231/233 [01:02<00:00, 3.83it/s] 3/30 5.63G 1.423 1.44 1.42 39 800: 99%|█████████▉| 231/233 [01:03<00:00, 3.83it/s] 3/30 5.63G 1.423 1.44 1.42 39 800: 100%|█████████▉| 232/233 [01:03<00:00, 3.87it/s] 3/30 6.22G 1.424 1.441 1.42 10 800: 100%|█████████▉| 232/233 [01:03<00:00, 3.87it/s] 3/30 6.22G 1.424 1.441 1.42 10 800: 100%|██████████| 233/233 [01:03<00:00, 4.67it/s] 3/30 6.22G 1.424 1.441 1.42 10 800: 100%|██████████| 233/233 [01:03<00:00, 3.69it/s] Class Images Instances Box(P R mAP50 mAP50-95): 0%| | 0/7 [00:00<?, ?it/s] Class Images Instances Box(P R mAP50 mAP50-95): 14%|█▍ | 1/7 [00:00<00:01, 4.65it/s] Class Images Instances Box(P R mAP50 mAP50-95): 29%|██▊ | 2/7 [00:00<00:01, 4.67it/s] Class Images Instances Box(P R mAP50 mAP50-95): 43%|████▎ | 3/7 [00:00<00:00, 4.65it/s] Class Images Instances Box(P R mAP50 mAP50-95): 57%|█████▋ | 4/7 [00:00<00:00, 4.70it/s] Class Images Instances Box(P R mAP50 mAP50-95): 71%|███████▏ | 5/7 [00:01<00:00, 4.67it/s] Class Images Instances Box(P R mAP50 mAP50-95): 86%|████████▌ | 6/7 [00:01<00:00, 4.69it/s] Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 7/7 [00:01<00:00, 5.21it/s] all 200 249 0.554 0.51 0.483 0.201 Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size 0%| | 0/233 [00:00<?, ?it/s] 4/30 5.6G 1.387 1.623 1.422 52 800: 0%| | 0/233 [00:00<?, ?it/s] 4/30 5.6G 1.387 1.623 1.422 52 800: 0%| | 1/233 [00:00<01:08, 3.37it/s] 4/30 5.62G 1.418 1.508 1.464 48 800: 0%| | 1/233 [00:00<01:08, 3.37it/s] 4/30 5.62G 1.418 1.508 1.464 48 800: 1%| | 2/233 [00:00<01:02, 3.68it/s] 4/30 5.62G 1.431 1.517 1.479 37 800: 1%| | 2/233 [00:00<01:02, 3.68it/s] 4/30 5.62G 1.431 1.517 1.479 37 800: 1%|▏ | 3/233 [00:00<01:00, 3.79it/s] 4/30 5.63G 1.412 1.446 1.419 41 800: 1%|▏ | 3/233 [00:01<01:00, 3.79it/s] 4/30 5.63G 1.412 1.446 1.419 41 800: 2%|▏ | 4/233 [00:01<01:02, 3.66it/s] 4/30 5.63G 1.401 1.427 1.389 29 800: 2%|▏ | 4/233 [00:01<01:02, 3.66it/s] 4/30 5.63G 1.401 1.427 1.389 29 800: 2%|▏ | 5/233 [00:01<01:00, 3.76it/s] 4/30 5.63G 1.39 1.423 1.388 50 800: 2%|▏ | 5/233 [00:01<01:00, 3.76it/s] 4/30 5.63G 1.39 1.423 1.388 50 800: 3%|▎ | 6/233 [00:01<00:59, 3.83it/s] 4/30 5.63G 1.39 1.434 1.386 49 800: 3%|▎ | 6/233 [00:01<00:59, 3.83it/s] 4/30 5.63G 1.39 1.434 1.386 49 800: 3%|▎ | 7/233 [00:01<00:58, 3.87it/s] 4/30 5.63G 1.407 1.469 1.397 57 800: 3%|▎ | 7/233 [00:02<00:58, 3.87it/s] 4/30 5.63G 1.407 1.469 1.397 57 800: 3%|▎ | 8/233 [00:02<00:59, 3.81it/s] 4/30 5.63G 1.399 1.443 1.383 46 800: 3%|▎ | 8/233 [00:02<00:59, 3.81it/s] 4/30 5.63G 1.399 1.443 1.383 46 800: 4%|▍ | 9/233 [00:02<00:59, 3.77it/s] 4/30 5.63G 1.376 1.45 1.373 50 800: 4%|▍ | 9/233 [00:02<00:59, 3.77it/s] 4/30 5.63G 1.376 1.45 1.373 50 800: 4%|▍ | 10/233 [00:02<00:58, 3.79it/s] 4/30 5.63G 1.404 1.445 1.384 50 800: 4%|▍ | 10/233 [00:02<00:58, 3.79it/s] 4/30 5.63G 1.404 1.445 1.384 50 800: 5%|▍ | 11/233 [00:02<00:57, 3.84it/s] 4/30 5.63G 1.397 1.43 1.378 48 800: 5%|▍ | 11/233 [00:03<00:57, 3.84it/s] 4/30 5.63G 1.397 1.43 1.378 48 800: 5%|▌ | 12/233 [00:03<00:58, 3.77it/s] 4/30 5.63G 1.392 1.422 1.372 37 800: 5%|▌ | 12/233 [00:03<00:58, 3.77it/s] 4/30 5.63G 1.392 1.422 1.372 37 800: 6%|▌ | 13/233 [00:03<00:57, 3.83it/s] 4/30 5.63G 1.402 1.432 1.378 52 800: 6%|▌ | 13/233 [00:03<00:57, 3.83it/s] 4/30 5.63G 1.402 1.432 1.378 52 800: 6%|▌ | 14/233 [00:03<00:57, 3.84it/s] 4/30 5.63G 1.392 1.441 1.38 40 800: 6%|▌ | 14/233 [00:03<00:57, 3.84it/s] 4/30 5.63G 1.392 1.441 1.38 40 800: 6%|▋ | 15/233 [00:03<00:56, 3.87it/s] 4/30 5.63G 1.398 1.444 1.389 43 800: 6%|▋ | 15/233 [00:04<00:56, 3.87it/s] 4/30 5.63G 1.398 1.444 1.389 43 800: 7%|▋ | 16/233 [00:04<00:56, 3.81it/s] 4/30 5.63G 1.403 1.446 1.393 64 800: 7%|▋ | 16/233 [00:04<00:56, 3.81it/s] 4/30 5.63G 1.403 1.446 1.393 64 800: 7%|▋ | 17/233 [00:04<00:56, 3.82it/s] 4/30 5.63G 1.39 1.443 1.389 29 800: 7%|▋ | 17/233 [00:04<00:56, 3.82it/s] 4/30 5.63G 1.39 1.443 1.389 29 800: 8%|▊ | 18/233 [00:04<00:55, 3.85it/s] 4/30 5.63G 1.398 1.446 1.391 44 800: 8%|▊ | 18/233 [00:04<00:55, 3.85it/s] 4/30 5.63G 1.398 1.446 1.391 44 800: 8%|▊ | 19/233 [00:04<00:55, 3.87it/s] 4/30 5.63G 1.391 1.438 1.386 54 800: 8%|▊ | 19/233 [00:05<00:55, 3.87it/s] 4/30 5.63G 1.391 1.438 1.386 54 800: 9%|▊ | 20/233 [00:05<00:57, 3.73it/s] 4/30 5.63G 1.394 1.436 1.388 40 800: 9%|▊ | 20/233 [00:05<00:57, 3.73it/s] 4/30 5.63G 1.394 1.436 1.388 40 800: 9%|▉ | 21/233 [00:05<00:55, 3.79it/s] 4/30 5.63G 1.402 1.454 1.392 56 800: 9%|▉ | 21/233 [00:05<00:55, 3.79it/s] 4/30 5.63G 1.402 1.454 1.392 56 800: 9%|▉ | 22/233 [00:05<00:55, 3.83it/s] 4/30 5.63G 1.394 1.441 1.385 36 800: 9%|▉ | 22/233 [00:06<00:55, 3.83it/s] 4/30 5.63G 1.394 1.441 1.385 36 800: 10%|▉ | 23/233 [00:06<00:54, 3.83it/s] 4/30 5.63G 1.389 1.441 1.384 44 800: 10%|▉ | 23/233 [00:06<00:54, 3.83it/s] 4/30 5.63G 1.389 1.441 1.384 44 800: 10%|█ | 24/233 [00:06<00:55, 3.76it/s] 4/30 5.63G 1.386 1.443 1.381 41 800: 10%|█ | 24/233 [00:06<00:55, 3.76it/s] 4/30 5.63G 1.386 1.443 1.381 41 800: 11%|█ | 25/233 [00:06<00:54, 3.81it/s] 4/30 5.63G 1.391 1.45 1.39 35 800: 11%|█ | 25/233 [00:06<00:54, 3.81it/s] 4/30 5.63G 1.391 1.45 1.39 35 800: 11%|█ | 26/233 [00:06<00:54, 3.82it/s] 4/30 5.63G 1.388 1.445 1.389 53 800: 11%|█ | 26/233 [00:07<00:54, 3.82it/s] 4/30 5.63G 1.388 1.445 1.389 53 800: 12%|█▏ | 27/233 [00:07<00:54, 3.79it/s] 4/30 5.63G 1.384 1.438 1.384 43 800: 12%|█▏ | 27/233 [00:07<00:54, 3.79it/s] 4/30 5.63G 1.384 1.438 1.384 43 800: 12%|█▏ | 28/233 [00:07<00:54, 3.75it/s] 4/30 5.63G 1.389 1.444 1.387 53 800: 12%|█▏ | 28/233 [00:07<00:54, 3.75it/s] 4/30 5.63G 1.389 1.444 1.387 53 800: 12%|█▏ | 29/233 [00:07<00:53, 3.79it/s] 4/30 5.63G 1.383 1.435 1.381 32 800: 12%|█▏ | 29/233 [00:07<00:53, 3.79it/s] 4/30 5.63G 1.383 1.435 1.381 32 800: 13%|█▎ | 30/233 [00:07<00:53, 3.82it/s] 4/30 5.63G 1.381 1.428 1.383 47 800: 13%|█▎ | 30/233 [00:08<00:53, 3.82it/s] 4/30 5.63G 1.381 1.428 1.383 47 800: 13%|█▎ | 31/233 [00:08<00:52, 3.83it/s] 4/30 5.63G 1.379 1.423 1.382 23 800: 13%|█▎ | 31/233 [00:08<00:52, 3.83it/s] 4/30 5.63G 1.379 1.423 1.382 23 800: 14%|█▎ | 32/233 [00:08<00:53, 3.76it/s] 4/30 5.63G 1.379 1.428 1.38 40 800: 14%|█▎ | 32/233 [00:08<00:53, 3.76it/s] 4/30 5.63G 1.379 1.428 1.38 40 800: 14%|█▍ | 33/233 [00:08<00:52, 3.79it/s] 4/30 5.63G 1.374 1.42 1.376 37 800: 14%|█▍ | 33/233 [00:08<00:52, 3.79it/s] 4/30 5.63G 1.374 1.42 1.376 37 800: 15%|█▍ | 34/233 [00:08<00:51, 3.84it/s] 4/30 5.63G 1.369 1.413 1.373 40 800: 15%|█▍ | 34/233 [00:09<00:51, 3.84it/s] 4/30 5.63G 1.369 1.413 1.373 40 800: 15%|█▌ | 35/233 [00:09<00:51, 3.83it/s] 4/30 5.63G 1.371 1.416 1.374 48 800: 15%|█▌ | 35/233 [00:09<00:51, 3.83it/s] 4/30 5.63G 1.371 1.416 1.374 48 800: 15%|█▌ | 36/233 [00:09<00:52, 3.79it/s] 4/30 5.63G 1.365 1.406 1.368 43 800: 15%|█▌ | 36/233 [00:09<00:52, 3.79it/s] 4/30 5.63G 1.365 1.406 1.368 43 800: 16%|█▌ | 37/233 [00:09<00:51, 3.82it/s] 4/30 5.63G 1.363 1.404 1.37 49 800: 16%|█▌ | 37/233 [00:09<00:51, 3.82it/s] 4/30 5.63G 1.363 1.404 1.37 49 800: 16%|█▋ | 38/233 [00:09<00:50, 3.83it/s] 4/30 5.63G 1.354 1.394 1.366 37 800: 16%|█▋ | 38/233 [00:10<00:50, 3.83it/s] 4/30 5.63G 1.354 1.394 1.366 37 800: 17%|█▋ | 39/233 [00:10<00:50, 3.86it/s] 4/30 5.63G 1.356 1.395 1.367 36 800: 17%|█▋ | 39/233 [00:10<00:50, 3.86it/s] 4/30 5.63G 1.356 1.395 1.367 36 800: 17%|█▋ | 40/233 [00:10<00:50, 3.80it/s] 4/30 5.63G 1.356 1.396 1.368 53 800: 17%|█▋ | 40/233 [00:10<00:50, 3.80it/s] 4/30 5.63G 1.356 1.396 1.368 53 800: 18%|█▊ | 41/233 [00:10<00:50, 3.83it/s] 4/30 5.63G 1.354 1.393 1.366 47 800: 18%|█▊ | 41/233 [00:11<00:50, 3.83it/s] 4/30 5.63G 1.354 1.393 1.366 47 800: 18%|█▊ | 42/233 [00:11<00:49, 3.86it/s] 4/30 5.63G 1.35 1.392 1.365 44 800: 18%|█▊ | 42/233 [00:11<00:49, 3.86it/s] 4/30 5.63G 1.35 1.392 1.365 44 800: 18%|█▊ | 43/233 [00:11<00:48, 3.89it/s] 4/30 5.63G 1.348 1.389 1.364 45 800: 18%|█▊ | 43/233 [00:11<00:48, 3.89it/s] 4/30 5.63G 1.348 1.389 1.364 45 800: 19%|█▉ | 44/233 [00:11<00:49, 3.79it/s] 4/30 5.63G 1.348 1.389 1.366 41 800: 19%|█▉ | 44/233 [00:11<00:49, 3.79it/s] 4/30 5.63G 1.348 1.389 1.366 41 800: 19%|█▉ | 45/233 [00:11<00:49, 3.83it/s] 4/30 5.63G 1.356 1.404 1.374 48 800: 19%|█▉ | 45/233 [00:12<00:49, 3.83it/s] 4/30 5.63G 1.356 1.404 1.374 48 800: 20%|█▉ | 46/233 [00:12<00:48, 3.86it/s] 4/30 5.63G 1.356 1.402 1.375 44 800: 20%|█▉ | 46/233 [00:12<00:48, 3.86it/s] 4/30 5.63G 1.356 1.402 1.375 44 800: 20%|██ | 47/233 [00:12<00:47, 3.88it/s] 4/30 5.63G 1.359 1.411 1.38 28 800: 20%|██ | 47/233 [00:12<00:47, 3.88it/s] 4/30 5.63G 1.359 1.411 1.38 28 800: 21%|██ | 48/233 [00:12<00:48, 3.79it/s] 4/30 5.63G 1.36 1.412 1.383 46 800: 21%|██ | 48/233 [00:12<00:48, 3.79it/s] 4/30 5.63G 1.36 1.412 1.383 46 800: 21%|██ | 49/233 [00:12<00:48, 3.83it/s] 4/30 5.63G 1.357 1.407 1.382 33 800: 21%|██ | 49/233 [00:13<00:48, 3.83it/s] 4/30 5.63G 1.357 1.407 1.382 33 800: 21%|██▏ | 50/233 [00:13<00:47, 3.84it/s] 4/30 5.63G 1.357 1.403 1.382 47 800: 21%|██▏ | 50/233 [00:13<00:47, 3.84it/s] 4/30 5.63G 1.357 1.403 1.382 47 800: 22%|██▏ | 51/233 [00:13<00:47, 3.84it/s] 4/30 5.63G 1.357 1.406 1.382 50 800: 22%|██▏ | 51/233 [00:13<00:47, 3.84it/s] 4/30 5.63G 1.357 1.406 1.382 50 800: 22%|██▏ | 52/233 [00:13<00:48, 3.72it/s] 4/30 5.63G 1.359 1.403 1.384 39 800: 22%|██▏ | 52/233 [00:13<00:48, 3.72it/s] 4/30 5.63G 1.359 1.403 1.384 39 800: 23%|██▎ | 53/233 [00:13<00:47, 3.78it/s] 4/30 5.63G 1.36 1.408 1.385 45 800: 23%|██▎ | 53/233 [00:14<00:47, 3.78it/s] 4/30 5.63G 1.36 1.408 1.385 45 800: 23%|██▎ | 54/233 [00:14<00:46, 3.82it/s] 4/30 5.63G 1.36 1.406 1.384 55 800: 23%|██▎ | 54/233 [00:14<00:46, 3.82it/s] 4/30 5.63G 1.36 1.406 1.384 55 800: 24%|██▎ | 55/233 [00:14<00:46, 3.83it/s] 4/30 5.63G 1.361 1.408 1.385 44 800: 24%|██▎ | 55/233 [00:14<00:46, 3.83it/s] 4/30 5.63G 1.361 1.408 1.385 44 800: 24%|██▍ | 56/233 [00:14<00:48, 3.66it/s] 4/30 5.63G 1.363 1.411 1.387 59 800: 24%|██▍ | 56/233 [00:14<00:48, 3.66it/s] 4/30 5.63G 1.363 1.411 1.387 59 800: 24%|██▍ | 57/233 [00:14<00:47, 3.71it/s] 4/30 5.63G 1.365 1.417 1.391 39 800: 24%|██▍ | 57/233 [00:15<00:47, 3.71it/s] 4/30 5.63G 1.365 1.417 1.391 39 800: 25%|██▍ | 58/233 [00:15<00:46, 3.78it/s] 4/30 5.63G 1.366 1.413 1.39 37 800: 25%|██▍ | 58/233 [00:15<00:46, 3.78it/s] 4/30 5.63G 1.366 1.413 1.39 37 800: 25%|██▌ | 59/233 [00:15<00:46, 3.75it/s] 4/30 5.63G 1.365 1.412 1.389 41 800: 25%|██▌ | 59/233 [00:15<00:46, 3.75it/s] 4/30 5.63G 1.365 1.412 1.389 41 800: 26%|██▌ | 60/233 [00:15<00:47, 3.66it/s] 4/30 5.63G 1.366 1.41 1.389 47 800: 26%|██▌ | 60/233 [00:16<00:47, 3.66it/s] 4/30 5.63G 1.366 1.41 1.389 47 800: 26%|██▌ | 61/233 [00:16<00:46, 3.73it/s] 4/30 5.63G 1.362 1.407 1.388 33 800: 26%|██▌ | 61/233 [00:16<00:46, 3.73it/s] 4/30 5.63G 1.362 1.407 1.388 33 800: 27%|██▋ | 62/233 [00:16<00:46, 3.70it/s] 4/30 5.63G 1.358 1.402 1.384 48 800: 27%|██▋ | 62/233 [00:16<00:46, 3.70it/s] 4/30 5.63G 1.358 1.402 1.384 48 800: 27%|██▋ | 63/233 [00:16<00:46, 3.65it/s] 4/30 5.63G 1.359 1.403 1.384 44 800: 27%|██▋ | 63/233 [00:16<00:46, 3.65it/s] 4/30 5.63G 1.359 1.403 1.384 44 800: 27%|██▋ | 64/233 [00:16<00:46, 3.65it/s] 4/30 5.63G 1.36 1.406 1.384 43 800: 27%|██▋ | 64/233 [00:17<00:46, 3.65it/s] 4/30 5.63G 1.36 1.406 1.384 43 800: 28%|██▊ | 65/233 [00:17<00:45, 3.65it/s] 4/30 5.63G 1.359 1.403 1.385 37 800: 28%|██▊ | 65/233 [00:17<00:45, 3.65it/s] 4/30 5.63G 1.359 1.403 1.385 37 800: 28%|██▊ | 66/233 [00:17<00:46, 3.62it/s] 4/30 5.63G 1.359 1.402 1.384 53 800: 28%|██▊ | 66/233 [00:17<00:46, 3.62it/s] 4/30 5.63G 1.359 1.402 1.384 53 800: 29%|██▉ | 67/233 [00:17<00:46, 3.59it/s] 4/30 5.63G 1.361 1.402 1.385 34 800: 29%|██▉ | 67/233 [00:18<00:46, 3.59it/s] 4/30 5.63G 1.361 1.402 1.385 34 800: 29%|██▉ | 68/233 [00:18<00:47, 3.50it/s] 4/30 5.63G 1.36 1.403 1.384 41 800: 29%|██▉ | 68/233 [00:18<00:47, 3.50it/s] 4/30 5.63G 1.36 1.403 1.384 41 800: 30%|██▉ | 69/233 [00:18<00:45, 3.62it/s] 4/30 5.63G 1.359 1.402 1.382 47 800: 30%|██▉ | 69/233 [00:18<00:45, 3.62it/s] 4/30 5.63G 1.359 1.402 1.382 47 800: 30%|███ | 70/233 [00:18<00:44, 3.70it/s] 4/30 5.63G 1.358 1.401 1.381 39 800: 30%|███ | 70/233 [00:18<00:44, 3.70it/s] 4/30 5.63G 1.358 1.401 1.381 39 800: 30%|███ | 71/233 [00:18<00:43, 3.74it/s] 4/30 5.63G 1.354 1.398 1.38 48 800: 30%|███ | 71/233 [00:19<00:43, 3.74it/s] 4/30 5.63G 1.354 1.398 1.38 48 800: 31%|███ | 72/233 [00:19<00:43, 3.73it/s] 4/30 5.63G 1.357 1.402 1.38 61 800: 31%|███ | 72/233 [00:19<00:43, 3.73it/s] 4/30 5.63G 1.357 1.402 1.38 61 800: 31%|███▏ | 73/233 [00:19<00:43, 3.66it/s] 4/30 5.63G 1.354 1.4 1.379 45 800: 31%|███▏ | 73/233 [00:19<00:43, 3.66it/s] 4/30 5.63G 1.354 1.4 1.379 45 800: 32%|███▏ | 74/233 [00:19<00:44, 3.59it/s] 4/30 5.63G 1.356 1.4 1.381 41 800: 32%|███▏ | 74/233 [00:19<00:44, 3.59it/s] 4/30 5.63G 1.356 1.4 1.381 41 800: 32%|███▏ | 75/233 [00:19<00:44, 3.59it/s] 4/30 5.63G 1.358 1.401 1.382 40 800: 32%|███▏ | 75/233 [00:20<00:44, 3.59it/s] 4/30 5.63G 1.358 1.401 1.382 40 800: 33%|███▎ | 76/233 [00:20<00:43, 3.62it/s] 4/30 5.63G 1.356 1.397 1.38 33 800: 33%|███▎ | 76/233 [00:20<00:43, 3.62it/s] 4/30 5.63G 1.356 1.397 1.38 33 800: 33%|███▎ | 77/233 [00:20<00:43, 3.63it/s] 4/30 5.63G 1.355 1.395 1.379 40 800: 33%|███▎ | 77/233 [00:20<00:43, 3.63it/s] 4/30 5.63G 1.355 1.395 1.379 40 800: 33%|███▎ | 78/233 [00:20<00:43, 3.59it/s] 4/30 5.63G 1.356 1.396 1.379 36 800: 33%|███▎ | 78/233 [00:21<00:43, 3.59it/s] 4/30 5.63G 1.356 1.396 1.379 36 800: 34%|███▍ | 79/233 [00:21<00:43, 3.58it/s] 4/30 5.63G 1.355 1.394 1.377 51 800: 34%|███▍ | 79/233 [00:21<00:43, 3.58it/s] 4/30 5.63G 1.355 1.394 1.377 51 800: 34%|███▍ | 80/233 [00:21<00:42, 3.57it/s] 4/30 5.63G 1.356 1.394 1.379 56 800: 34%|███▍ | 80/233 [00:21<00:42, 3.57it/s] 4/30 5.63G 1.356 1.394 1.379 56 800: 35%|███▍ | 81/233 [00:21<00:42, 3.58it/s] 4/30 5.63G 1.353 1.392 1.377 28 800: 35%|███▍ | 81/233 [00:21<00:42, 3.58it/s] 4/30 5.63G 1.353 1.392 1.377 28 800: 35%|███▌ | 82/233 [00:21<00:42, 3.57it/s] 4/30 5.63G 1.354 1.393 1.378 40 800: 35%|███▌ | 82/233 [00:22<00:42, 3.57it/s] 4/30 5.63G 1.354 1.393 1.378 40 800: 36%|███▌ | 83/233 [00:22<00:41, 3.63it/s] 4/30 5.63G 1.355 1.393 1.378 52 800: 36%|███▌ | 83/233 [00:22<00:41, 3.63it/s] 4/30 5.63G 1.355 1.393 1.378 52 800: 36%|███▌ | 84/233 [00:22<00:41, 3.57it/s] 4/30 5.63G 1.353 1.39 1.377 41 800: 36%|███▌ | 84/233 [00:22<00:41, 3.57it/s] 4/30 5.63G 1.353 1.39 1.377 41 800: 36%|███▋ | 85/233 [00:22<00:41, 3.56it/s] 4/30 5.63G 1.353 1.389 1.376 52 800: 36%|███▋ | 85/233 [00:23<00:41, 3.56it/s] 4/30 5.63G 1.353 1.389 1.376 52 800: 37%|███▋ | 86/233 [00:23<00:41, 3.52it/s] 4/30 5.63G 1.351 1.385 1.375 44 800: 37%|███▋ | 86/233 [00:23<00:41, 3.52it/s] 4/30 5.63G 1.351 1.385 1.375 44 800: 37%|███▋ | 87/233 [00:23<00:41, 3.53it/s] 4/30 5.63G 1.353 1.385 1.375 37 800: 37%|███▋ | 87/233 [00:23<00:41, 3.53it/s] 4/30 5.63G 1.353 1.385 1.375 37 800: 38%|███▊ | 88/233 [00:23<00:40, 3.54it/s] 4/30 5.63G 1.352 1.386 1.375 43 800: 38%|███▊ | 88/233 [00:23<00:40, 3.54it/s] 4/30 5.63G 1.352 1.386 1.375 43 800: 38%|███▊ | 89/233 [00:23<00:39, 3.63it/s] 4/30 5.63G 1.352 1.385 1.375 49 800: 38%|███▊ | 89/233 [00:24<00:39, 3.63it/s] 4/30 5.63G 1.352 1.385 1.375 49 800: 39%|███▊ | 90/233 [00:24<00:38, 3.70it/s] 4/30 5.63G 1.353 1.384 1.375 41 800: 39%|███▊ | 90/233 [00:24<00:38, 3.70it/s] 4/30 5.63G 1.353 1.384 1.375 41 800: 39%|███▉ | 91/233 [00:24<00:39, 3.63it/s] 4/30 5.63G 1.352 1.383 1.375 44 800: 39%|███▉ | 91/233 [00:24<00:39, 3.63it/s] 4/30 5.63G 1.352 1.383 1.375 44 800: 39%|███▉ | 92/233 [00:24<00:39, 3.54it/s] 4/30 5.63G 1.351 1.383 1.375 48 800: 39%|███▉ | 92/233 [00:24<00:39, 3.54it/s] 4/30 5.63G 1.351 1.383 1.375 48 800: 40%|███▉ | 93/233 [00:24<00:38, 3.66it/s] 4/30 5.63G 1.35 1.382 1.374 44 800: 40%|███▉ | 93/233 [00:25<00:38, 3.66it/s] 4/30 5.63G 1.35 1.382 1.374 44 800: 40%|████ | 94/233 [00:25<00:37, 3.74it/s] 4/30 5.63G 1.349 1.379 1.372 48 800: 40%|████ | 94/233 [00:25<00:37, 3.74it/s] 4/30 5.63G 1.349 1.379 1.372 48 800: 41%|████ | 95/233 [00:25<00:36, 3.76it/s] 4/30 5.63G 1.347 1.375 1.37 41 800: 41%|████ | 95/233 [00:25<00:36, 3.76it/s] 4/30 5.63G 1.347 1.375 1.37 41 800: 41%|████ | 96/233 [00:25<00:36, 3.75it/s] 4/30 5.63G 1.347 1.375 1.37 43 800: 41%|████ | 96/233 [00:25<00:36, 3.75it/s] 4/30 5.63G 1.347 1.375 1.37 43 800: 42%|████▏ | 97/233 [00:25<00:35, 3.80it/s] 4/30 5.63G 1.344 1.373 1.37 39 800: 42%|████▏ | 97/233 [00:26<00:35, 3.80it/s] 4/30 5.63G 1.344 1.373 1.37 39 800: 42%|████▏ | 98/233 [00:26<00:35, 3.84it/s] 4/30 5.63G 1.345 1.373 1.371 52 800: 42%|████▏ | 98/233 [00:26<00:35, 3.84it/s] 4/30 5.63G 1.345 1.373 1.371 52 800: 42%|████▏ | 99/233 [00:26<00:34, 3.86it/s] 4/30 5.63G 1.348 1.376 1.372 51 800: 42%|████▏ | 99/233 [00:26<00:34, 3.86it/s] 4/30 5.63G 1.348 1.376 1.372 51 800: 43%|████▎ | 100/233 [00:26<00:34, 3.83it/s] 4/30 5.63G 1.348 1.376 1.373 50 800: 43%|████▎ | 100/233 [00:27<00:34, 3.83it/s] 4/30 5.63G 1.348 1.376 1.373 50 800: 43%|████▎ | 101/233 [00:27<00:34, 3.86it/s] 4/30 5.63G 1.349 1.378 1.374 43 800: 43%|████▎ | 101/233 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3.75it/s] 4/30 5.63G 1.321 1.347 1.356 55 800: 95%|█████████▌| 222/233 [00:59<00:02, 3.78it/s] 4/30 5.63G 1.321 1.346 1.356 58 800: 95%|█████████▌| 222/233 [00:59<00:02, 3.78it/s] 4/30 5.63G 1.321 1.346 1.356 58 800: 96%|█████████▌| 223/233 [00:59<00:02, 3.74it/s] 4/30 5.63G 1.322 1.347 1.356 43 800: 96%|█████████▌| 223/233 [00:59<00:02, 3.74it/s] 4/30 5.63G 1.322 1.347 1.356 43 800: 96%|█████████▌| 224/233 [00:59<00:02, 3.61it/s] 4/30 5.63G 1.321 1.346 1.356 34 800: 96%|█████████▌| 224/233 [01:00<00:02, 3.61it/s] 4/30 5.63G 1.321 1.346 1.356 34 800: 97%|█████████▋| 225/233 [01:00<00:02, 3.70it/s] 4/30 5.63G 1.323 1.347 1.356 43 800: 97%|█████████▋| 225/233 [01:00<00:02, 3.70it/s] 4/30 5.63G 1.323 1.347 1.356 43 800: 97%|█████████▋| 226/233 [01:00<00:01, 3.76it/s] 4/30 5.63G 1.322 1.347 1.356 49 800: 97%|█████████▋| 226/233 [01:00<00:01, 3.76it/s] 4/30 5.63G 1.322 1.347 1.356 49 800: 97%|█████████▋| 227/233 [01:00<00:01, 3.81it/s] 4/30 5.63G 1.322 1.347 1.356 48 800: 97%|█████████▋| 227/233 [01:00<00:01, 3.81it/s] 4/30 5.63G 1.322 1.347 1.356 48 800: 98%|█████████▊| 228/233 [01:00<00:01, 3.64it/s] 4/30 5.63G 1.322 1.346 1.355 46 800: 98%|█████████▊| 228/233 [01:01<00:01, 3.64it/s] 4/30 5.63G 1.322 1.346 1.355 46 800: 98%|█████████▊| 229/233 [01:01<00:01, 3.64it/s] 4/30 5.63G 1.321 1.345 1.355 41 800: 98%|█████████▊| 229/233 [01:01<00:01, 3.64it/s] 4/30 5.63G 1.321 1.345 1.355 41 800: 99%|█████████▊| 230/233 [01:01<00:00, 3.61it/s] 4/30 5.63G 1.321 1.344 1.355 38 800: 99%|█████████▊| 230/233 [01:01<00:00, 3.61it/s] 4/30 5.63G 1.321 1.344 1.355 38 800: 99%|█████████▉| 231/233 [01:01<00:00, 3.65it/s] 4/30 5.63G 1.319 1.342 1.354 30 800: 99%|█████████▉| 231/233 [01:01<00:00, 3.65it/s] 4/30 5.63G 1.319 1.342 1.354 30 800: 100%|█████████▉| 232/233 [01:01<00:00, 3.52it/s] 4/30 6.22G 1.319 1.341 1.353 13 800: 100%|█████████▉| 232/233 [01:02<00:00, 3.52it/s] 4/30 6.22G 1.319 1.341 1.353 13 800: 100%|██████████| 233/233 [01:02<00:00, 3.75it/s] Class Images Instances Box(P R mAP50 mAP50-95): 0%| | 0/7 [00:00<?, ?it/s] Class Images Instances Box(P R mAP50 mAP50-95): 14%|█▍ | 1/7 [00:00<00:01, 4.12it/s] Class Images Instances Box(P R mAP50 mAP50-95): 29%|██▊ | 2/7 [00:00<00:01, 4.32it/s] Class Images Instances Box(P R mAP50 mAP50-95): 43%|████▎ | 3/7 [00:00<00:00, 4.52it/s] Class Images Instances Box(P R mAP50 mAP50-95): 57%|█████▋ | 4/7 [00:00<00:00, 4.65it/s] Class Images Instances Box(P R mAP50 mAP50-95): 71%|███████▏ | 5/7 [00:01<00:00, 4.53it/s] Class Images Instances Box(P R mAP50 mAP50-95): 86%|████████▌ | 6/7 [00:01<00:00, 4.55it/s] Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 7/7 [00:01<00:00, 5.02it/s] all 200 249 0.408 0.507 0.355 0.14 Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size 0%| | 0/233 [00:00<?, ?it/s] 5/30 5.61G 1.647 1.59 1.506 53 800: 0%| | 0/233 [00:00<?, ?it/s] 5/30 5.61G 1.647 1.59 1.506 53 800: 0%| | 1/233 [00:00<01:13, 3.14it/s] 5/30 5.62G 1.513 1.409 1.388 41 800: 0%| | 1/233 [00:00<01:13, 3.14it/s] 5/30 5.62G 1.513 1.409 1.388 41 800: 1%| | 2/233 [00:00<01:08, 3.35it/s] 5/30 5.63G 1.418 1.335 1.347 49 800: 1%| | 2/233 [00:00<01:08, 3.35it/s] 5/30 5.63G 1.418 1.335 1.347 49 800: 1%|▏ | 3/233 [00:00<01:06, 3.46it/s] 5/30 5.63G 1.402 1.365 1.356 54 800: 1%|▏ | 3/233 [00:01<01:06, 3.46it/s] 5/30 5.63G 1.402 1.365 1.356 54 800: 2%|▏ | 4/233 [00:01<01:03, 3.63it/s] 5/30 5.63G 1.433 1.356 1.391 47 800: 2%|▏ | 4/233 [00:01<01:03, 3.63it/s] 5/30 5.63G 1.433 1.356 1.391 47 800: 2%|▏ | 5/233 [00:01<01:02, 3.67it/s] 5/30 5.63G 1.387 1.297 1.352 51 800: 2%|▏ | 5/233 [00:01<01:02, 3.67it/s] 5/30 5.63G 1.387 1.297 1.352 51 800: 3%|▎ | 6/233 [00:01<01:01, 3.68it/s] 5/30 5.63G 1.335 1.263 1.33 31 800: 3%|▎ | 6/233 [00:01<01:01, 3.68it/s] 5/30 5.63G 1.335 1.263 1.33 31 800: 3%|▎ | 7/233 [00:01<01:03, 3.55it/s] 5/30 5.63G 1.353 1.306 1.337 43 800: 3%|▎ | 7/233 [00:02<01:03, 3.55it/s] 5/30 5.63G 1.353 1.306 1.337 43 800: 3%|▎ | 8/233 [00:02<01:01, 3.65it/s] 5/30 5.63G 1.346 1.294 1.343 44 800: 3%|▎ | 8/233 [00:02<01:01, 3.65it/s] 5/30 5.63G 1.346 1.294 1.343 44 800: 4%|▍ | 9/233 [00:02<01:00, 3.73it/s] 5/30 5.63G 1.335 1.273 1.349 34 800: 4%|▍ | 9/233 [00:02<01:00, 3.73it/s] 5/30 5.63G 1.335 1.273 1.349 34 800: 4%|▍ | 10/233 [00:02<00:59, 3.73it/s] 5/30 5.63G 1.327 1.277 1.339 30 800: 4%|▍ | 10/233 [00:03<00:59, 3.73it/s] 5/30 5.63G 1.327 1.277 1.339 30 800: 5%|▍ | 11/233 [00:03<01:00, 3.65it/s] 5/30 5.63G 1.323 1.271 1.335 45 800: 5%|▍ | 11/233 [00:03<01:00, 3.65it/s] 5/30 5.63G 1.323 1.271 1.335 45 800: 5%|▌ | 12/233 [00:03<01:00, 3.65it/s] 5/30 5.63G 1.317 1.257 1.323 47 800: 5%|▌ | 12/233 [00:03<01:00, 3.65it/s] 5/30 5.63G 1.317 1.257 1.323 47 800: 6%|▌ | 13/233 [00:03<00:59, 3.67it/s] 5/30 5.63G 1.315 1.259 1.317 50 800: 6%|▌ | 13/233 [00:03<00:59, 3.67it/s] 5/30 5.63G 1.315 1.259 1.317 50 800: 6%|▌ | 14/233 [00:03<00:59, 3.70it/s] 5/30 5.63G 1.31 1.25 1.313 44 800: 6%|▌ | 14/233 [00:04<00:59, 3.70it/s] 5/30 5.63G 1.31 1.25 1.313 44 800: 6%|▋ | 15/233 [00:04<00:59, 3.66it/s] 5/30 5.63G 1.302 1.229 1.309 47 800: 6%|▋ | 15/233 [00:04<00:59, 3.66it/s] 5/30 5.63G 1.302 1.229 1.309 47 800: 7%|▋ | 16/233 [00:04<00:59, 3.67it/s] 5/30 5.63G 1.309 1.227 1.313 38 800: 7%|▋ | 16/233 [00:04<00:59, 3.67it/s] 5/30 5.63G 1.309 1.227 1.313 38 800: 7%|▋ | 17/233 [00:04<00:58, 3.71it/s] 5/30 5.63G 1.312 1.239 1.32 41 800: 7%|▋ | 17/233 [00:04<00:58, 3.71it/s] 5/30 5.63G 1.312 1.239 1.32 41 800: 8%|▊ | 18/233 [00:04<00:57, 3.75it/s] 5/30 5.63G 1.307 1.229 1.324 31 800: 8%|▊ | 18/233 [00:05<00:57, 3.75it/s] 5/30 5.63G 1.307 1.229 1.324 31 800: 8%|▊ | 19/233 [00:05<00:58, 3.68it/s] 5/30 5.63G 1.305 1.236 1.323 35 800: 8%|▊ | 19/233 [00:05<00:58, 3.68it/s] 5/30 5.63G 1.305 1.236 1.323 35 800: 9%|▊ | 20/233 [00:05<00:57, 3.72it/s] 5/30 5.63G 1.294 1.238 1.317 48 800: 9%|▊ | 20/233 [00:05<00:57, 3.72it/s] 5/30 5.63G 1.294 1.238 1.317 48 800: 9%|▉ | 21/233 [00:05<00:56, 3.74it/s] 5/30 5.63G 1.288 1.249 1.32 41 800: 9%|▉ | 21/233 [00:06<00:56, 3.74it/s] 5/30 5.63G 1.288 1.249 1.32 41 800: 9%|▉ | 22/233 [00:06<00:56, 3.71it/s] 5/30 5.63G 1.283 1.25 1.32 44 800: 9%|▉ | 22/233 [00:06<00:56, 3.71it/s] 5/30 5.63G 1.283 1.25 1.32 44 800: 10%|▉ | 23/233 [00:06<00:57, 3.63it/s] 5/30 5.63G 1.283 1.244 1.32 40 800: 10%|▉ | 23/233 [00:06<00:57, 3.63it/s] 5/30 5.63G 1.283 1.244 1.32 40 800: 10%|█ | 24/233 [00:06<00:57, 3.63it/s] 5/30 5.63G 1.282 1.236 1.317 50 800: 10%|█ | 24/233 [00:06<00:57, 3.63it/s] 5/30 5.63G 1.282 1.236 1.317 50 800: 11%|█ | 25/233 [00:06<00:57, 3.61it/s] 5/30 5.63G 1.279 1.231 1.314 34 800: 11%|█ | 25/233 [00:07<00:57, 3.61it/s] 5/30 5.63G 1.279 1.231 1.314 34 800: 11%|█ | 26/233 [00:07<00:57, 3.59it/s] 5/30 5.63G 1.275 1.23 1.314 44 800: 11%|█ | 26/233 [00:07<00:57, 3.59it/s] 5/30 5.63G 1.275 1.23 1.314 44 800: 12%|█▏ | 27/233 [00:07<00:58, 3.50it/s] 5/30 5.63G 1.278 1.236 1.318 47 800: 12%|█▏ | 27/233 [00:07<00:58, 3.50it/s] 5/30 5.63G 1.278 1.236 1.318 47 800: 12%|█▏ | 28/233 [00:07<00:58, 3.48it/s] 5/30 5.63G 1.275 1.226 1.313 39 800: 12%|█▏ | 28/233 [00:08<00:58, 3.48it/s] 5/30 5.63G 1.275 1.226 1.313 39 800: 12%|█▏ | 29/233 [00:08<00:58, 3.47it/s] 5/30 5.63G 1.271 1.224 1.313 30 800: 12%|█▏ | 29/233 [00:08<00:58, 3.47it/s] 5/30 5.63G 1.271 1.224 1.313 30 800: 13%|█▎ | 30/233 [00:08<00:57, 3.51it/s] 5/30 5.63G 1.263 1.214 1.307 35 800: 13%|█▎ | 30/233 [00:08<00:57, 3.51it/s] 5/30 5.63G 1.263 1.214 1.307 35 800: 13%|█▎ | 31/233 [00:08<00:58, 3.43it/s] 5/30 5.63G 1.265 1.214 1.314 44 800: 13%|█▎ | 31/233 [00:08<00:58, 3.43it/s] 5/30 5.63G 1.265 1.214 1.314 44 800: 14%|█▎ | 32/233 [00:08<00:58, 3.45it/s] 5/30 5.63G 1.26 1.211 1.313 42 800: 14%|█▎ | 32/233 [00:09<00:58, 3.45it/s] 5/30 5.63G 1.26 1.211 1.313 42 800: 14%|█▍ | 33/233 [00:09<00:57, 3.48it/s] 5/30 5.63G 1.257 1.211 1.314 52 800: 14%|█▍ | 33/233 [00:09<00:57, 3.48it/s] 5/30 5.63G 1.257 1.211 1.314 52 800: 15%|█▍ | 34/233 [00:09<00:56, 3.51it/s] 5/30 5.63G 1.262 1.218 1.321 39 800: 15%|█▍ | 34/233 [00:09<00:56, 3.51it/s] 5/30 5.63G 1.262 1.218 1.321 39 800: 15%|█▌ | 35/233 [00:09<00:57, 3.45it/s] 5/30 5.63G 1.26 1.21 1.321 37 800: 15%|█▌ | 35/233 [00:10<00:57, 3.45it/s] 5/30 5.63G 1.26 1.21 1.321 37 800: 15%|█▌ | 36/233 [00:10<00:57, 3.45it/s] 5/30 5.63G 1.261 1.217 1.323 42 800: 15%|█▌ | 36/233 [00:10<00:57, 3.45it/s] 5/30 5.63G 1.261 1.217 1.323 42 800: 16%|█▌ | 37/233 [00:10<00:57, 3.43it/s] 5/30 5.63G 1.261 1.214 1.322 42 800: 16%|█▌ | 37/233 [00:10<00:57, 3.43it/s] 5/30 5.63G 1.261 1.214 1.322 42 800: 16%|█▋ | 38/233 [00:10<00:56, 3.45it/s] 5/30 5.63G 1.263 1.215 1.321 42 800: 16%|█▋ | 38/233 [00:10<00:56, 3.45it/s] 5/30 5.63G 1.263 1.215 1.321 42 800: 17%|█▋ | 39/233 [00:10<00:56, 3.42it/s] 5/30 5.63G 1.266 1.219 1.323 48 800: 17%|█▋ | 39/233 [00:11<00:56, 3.42it/s] 5/30 5.63G 1.266 1.219 1.323 48 800: 17%|█▋ | 40/233 [00:11<00:55, 3.46it/s] 5/30 5.63G 1.27 1.22 1.327 33 800: 17%|█▋ | 40/233 [00:11<00:55, 3.46it/s] 5/30 5.63G 1.27 1.22 1.327 33 800: 18%|█▊ | 41/233 [00:11<00:54, 3.50it/s] 5/30 5.63G 1.264 1.219 1.327 46 800: 18%|█▊ | 41/233 [00:11<00:54, 3.50it/s] 5/30 5.63G 1.264 1.219 1.327 46 800: 18%|█▊ | 42/233 [00:11<00:54, 3.52it/s] 5/30 5.63G 1.261 1.215 1.323 36 800: 18%|█▊ | 42/233 [00:12<00:54, 3.52it/s] 5/30 5.63G 1.261 1.215 1.323 36 800: 18%|█▊ | 43/233 [00:12<00:55, 3.43it/s] 5/30 5.63G 1.259 1.213 1.321 47 800: 18%|█▊ | 43/233 [00:12<00:55, 3.43it/s] 5/30 5.63G 1.259 1.213 1.321 47 800: 19%|█▉ | 44/233 [00:12<00:55, 3.43it/s] 5/30 5.63G 1.262 1.217 1.322 52 800: 19%|█▉ | 44/233 [00:12<00:55, 3.43it/s] 5/30 5.63G 1.262 1.217 1.322 52 800: 19%|█▉ | 45/233 [00:12<00:54, 3.43it/s] 5/30 5.63G 1.264 1.221 1.324 46 800: 19%|█▉ | 45/233 [00:12<00:54, 3.43it/s] 5/30 5.63G 1.264 1.221 1.324 46 800: 20%|█▉ | 46/233 [00:12<00:54, 3.46it/s] 5/30 5.63G 1.259 1.216 1.32 31 800: 20%|█▉ | 46/233 [00:13<00:54, 3.46it/s] 5/30 5.63G 1.259 1.216 1.32 31 800: 20%|██ | 47/233 [00:13<00:55, 3.35it/s] 5/30 5.63G 1.261 1.212 1.321 38 800: 20%|██ | 47/233 [00:13<00:55, 3.35it/s] 5/30 5.63G 1.261 1.212 1.321 38 800: 21%|██ | 48/233 [00:13<00:54, 3.42it/s] 5/30 5.63G 1.26 1.215 1.32 37 800: 21%|██ | 48/233 [00:13<00:54, 3.42it/s] 5/30 5.63G 1.26 1.215 1.32 37 800: 21%|██ | 49/233 [00:13<00:52, 3.48it/s] 5/30 5.63G 1.259 1.213 1.319 50 800: 21%|██ | 49/233 [00:14<00:52, 3.48it/s] 5/30 5.63G 1.259 1.213 1.319 50 800: 21%|██▏ | 50/233 [00:14<00:52, 3.51it/s] 5/30 5.63G 1.259 1.212 1.319 42 800: 21%|██▏ | 50/233 [00:14<00:52, 3.51it/s] 5/30 5.63G 1.259 1.212 1.319 42 800: 22%|██▏ | 51/233 [00:14<00:53, 3.43it/s] 5/30 5.63G 1.261 1.216 1.319 41 800: 22%|██▏ | 51/233 [00:14<00:53, 3.43it/s] 5/30 5.63G 1.261 1.216 1.319 41 800: 22%|██▏ | 52/233 [00:14<00:52, 3.47it/s] 5/30 5.63G 1.264 1.217 1.321 41 800: 22%|██▏ | 52/233 [00:14<00:52, 3.47it/s] 5/30 5.63G 1.264 1.217 1.321 41 800: 23%|██▎ | 53/233 [00:14<00:51, 3.52it/s] 5/30 5.63G 1.263 1.216 1.318 41 800: 23%|██▎ | 53/233 [00:15<00:51, 3.52it/s] 5/30 5.63G 1.263 1.216 1.318 41 800: 23%|██▎ | 54/233 [00:15<00:50, 3.55it/s] 5/30 5.63G 1.263 1.214 1.318 43 800: 23%|██▎ | 54/233 [00:15<00:50, 3.55it/s] 5/30 5.63G 1.263 1.214 1.318 43 800: 24%|██▎ | 55/233 [00:15<00:51, 3.46it/s] 5/30 5.63G 1.259 1.21 1.316 42 800: 24%|██▎ | 55/233 [00:15<00:51, 3.46it/s] 5/30 5.63G 1.259 1.21 1.316 42 800: 24%|██▍ | 56/233 [00:15<00:50, 3.49it/s] 5/30 5.63G 1.259 1.21 1.317 55 800: 24%|██▍ | 56/233 [00:16<00:50, 3.49it/s] 5/30 5.63G 1.259 1.21 1.317 55 800: 24%|██▍ | 57/233 [00:16<00:50, 3.51it/s] 5/30 5.63G 1.26 1.212 1.318 53 800: 24%|██▍ | 57/233 [00:16<00:50, 3.51it/s] 5/30 5.63G 1.26 1.212 1.318 53 800: 25%|██▍ | 58/233 [00:16<00:49, 3.53it/s] 5/30 5.63G 1.26 1.212 1.318 39 800: 25%|██▍ | 58/233 [00:16<00:49, 3.53it/s] 5/30 5.63G 1.26 1.212 1.318 39 800: 25%|██▌ | 59/233 [00:16<00:49, 3.49it/s] 5/30 5.63G 1.264 1.213 1.318 50 800: 25%|██▌ | 59/233 [00:16<00:49, 3.49it/s] 5/30 5.63G 1.264 1.213 1.318 50 800: 26%|██▌ | 60/233 [00:16<00:49, 3.52it/s] 5/30 5.63G 1.262 1.212 1.317 34 800: 26%|██▌ | 60/233 [00:17<00:49, 3.52it/s] 5/30 5.63G 1.262 1.212 1.317 34 800: 26%|██▌ | 61/233 [00:17<00:48, 3.56it/s] 5/30 5.63G 1.26 1.208 1.315 43 800: 26%|██▌ | 61/233 [00:17<00:48, 3.56it/s] 5/30 5.63G 1.26 1.208 1.315 43 800: 27%|██▋ | 62/233 [00:17<00:47, 3.58it/s] 5/30 5.63G 1.257 1.205 1.313 34 800: 27%|██▋ | 62/233 [00:17<00:47, 3.58it/s] 5/30 5.63G 1.257 1.205 1.313 34 800: 27%|██▋ | 63/233 [00:17<00:49, 3.45it/s] 5/30 5.63G 1.253 1.201 1.311 41 800: 27%|██▋ | 63/233 [00:18<00:49, 3.45it/s] 5/30 5.63G 1.253 1.201 1.311 41 800: 27%|██▋ | 64/233 [00:18<00:48, 3.50it/s] 5/30 5.63G 1.255 1.205 1.312 45 800: 27%|██▋ | 64/233 [00:18<00:48, 3.50it/s] 5/30 5.63G 1.255 1.205 1.312 45 800: 28%|██▊ | 65/233 [00:18<00:47, 3.53it/s] 5/30 5.63G 1.255 1.209 1.315 44 800: 28%|██▊ | 65/233 [00:18<00:47, 3.53it/s] 5/30 5.63G 1.255 1.209 1.315 44 800: 28%|██▊ | 66/233 [00:18<00:47, 3.48it/s] 5/30 5.63G 1.253 1.208 1.315 43 800: 28%|██▊ | 66/233 [00:18<00:47, 3.48it/s] 5/30 5.63G 1.253 1.208 1.315 43 800: 29%|██▉ | 67/233 [00:18<00:48, 3.40it/s] 5/30 5.63G 1.253 1.208 1.315 37 800: 29%|██▉ | 67/233 [00:19<00:48, 3.40it/s] 5/30 5.63G 1.253 1.208 1.315 37 800: 29%|██▉ | 68/233 [00:19<00:47, 3.46it/s] 5/30 5.63G 1.255 1.21 1.317 54 800: 29%|██▉ | 68/233 [00:19<00:47, 3.46it/s] 5/30 5.63G 1.255 1.21 1.317 54 800: 30%|██▉ | 69/233 [00:19<00:47, 3.47it/s] 5/30 5.63G 1.255 1.21 1.316 42 800: 30%|██▉ | 69/233 [00:19<00:47, 3.47it/s] 5/30 5.63G 1.255 1.21 1.316 42 800: 30%|███ | 70/233 [00:19<00:46, 3.51it/s] 5/30 5.63G 1.25 1.21 1.315 31 800: 30%|███ | 70/233 [00:20<00:46, 3.51it/s] 5/30 5.63G 1.25 1.21 1.315 31 800: 30%|███ | 71/233 [00:20<00:46, 3.46it/s] 5/30 5.63G 1.246 1.205 1.312 36 800: 30%|███ | 71/233 [00:20<00:46, 3.46it/s] 5/30 5.63G 1.246 1.205 1.312 36 800: 31%|███ | 72/233 [00:20<00:45, 3.53it/s] 5/30 5.63G 1.249 1.206 1.315 55 800: 31%|███ | 72/233 [00:20<00:45, 3.53it/s] 5/30 5.63G 1.249 1.206 1.315 55 800: 31%|███▏ | 73/233 [00:20<00:44, 3.63it/s] 5/30 5.63G 1.25 1.211 1.315 49 800: 31%|███▏ | 73/233 [00:20<00:44, 3.63it/s] 5/30 5.63G 1.25 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3.65it/s] 5/30 5.63G 1.249 1.219 1.314 43 800: 89%|████████▉ | 208/233 [00:56<00:06, 3.71it/s] 5/30 5.63G 1.249 1.221 1.314 34 800: 89%|████████▉ | 208/233 [00:56<00:06, 3.71it/s] 5/30 5.63G 1.249 1.221 1.314 34 800: 90%|████████▉ | 209/233 [00:56<00:06, 3.78it/s] 5/30 5.63G 1.25 1.222 1.315 43 800: 90%|████████▉ | 209/233 [00:56<00:06, 3.78it/s] 5/30 5.63G 1.25 1.222 1.315 43 800: 90%|█████████ | 210/233 [00:56<00:06, 3.82it/s] 5/30 5.63G 1.251 1.224 1.316 44 800: 90%|█████████ | 210/233 [00:57<00:06, 3.82it/s] 5/30 5.63G 1.251 1.224 1.316 44 800: 91%|█████████ | 211/233 [00:57<00:05, 3.73it/s] 5/30 5.63G 1.251 1.223 1.315 38 800: 91%|█████████ | 211/233 [00:57<00:05, 3.73it/s] 5/30 5.63G 1.251 1.223 1.315 38 800: 91%|█████████ | 212/233 [00:57<00:05, 3.68it/s] 5/30 5.63G 1.25 1.223 1.315 41 800: 91%|█████████ | 212/233 [00:57<00:05, 3.68it/s] 5/30 5.63G 1.25 1.223 1.315 41 800: 91%|█████████▏| 213/233 [00:57<00:05, 3.67it/s] 5/30 5.63G 1.251 1.223 1.315 55 800: 91%|█████████▏| 213/233 [00:58<00:05, 3.67it/s] 5/30 5.63G 1.251 1.223 1.315 55 800: 92%|█████████▏| 214/233 [00:58<00:05, 3.65it/s] 5/30 5.63G 1.252 1.225 1.316 44 800: 92%|█████████▏| 214/233 [00:58<00:05, 3.65it/s] 5/30 5.63G 1.252 1.225 1.316 44 800: 92%|█████████▏| 215/233 [00:58<00:04, 3.61it/s] 5/30 5.63G 1.252 1.226 1.316 44 800: 92%|█████████▏| 215/233 [00:58<00:04, 3.61it/s] 5/30 5.63G 1.252 1.226 1.316 44 800: 93%|█████████▎| 216/233 [00:58<00:04, 3.67it/s] 5/30 5.63G 1.251 1.225 1.315 56 800: 93%|█████████▎| 216/233 [00:58<00:04, 3.67it/s] 5/30 5.63G 1.251 1.225 1.315 56 800: 93%|█████████▎| 217/233 [00:58<00:04, 3.73it/s] 5/30 5.63G 1.25 1.225 1.315 33 800: 93%|█████████▎| 217/233 [00:59<00:04, 3.73it/s] 5/30 5.63G 1.25 1.225 1.315 33 800: 94%|█████████▎| 218/233 [00:59<00:04, 3.74it/s] 5/30 5.63G 1.251 1.225 1.315 40 800: 94%|█████████▎| 218/233 [00:59<00:04, 3.74it/s] 5/30 5.63G 1.251 1.225 1.315 40 800: 94%|█████████▍| 219/233 [00:59<00:03, 3.73it/s] 5/30 5.63G 1.251 1.225 1.315 39 800: 94%|█████████▍| 219/233 [00:59<00:03, 3.73it/s] 5/30 5.63G 1.251 1.225 1.315 39 800: 94%|█████████▍| 220/233 [00:59<00:03, 3.78it/s] 5/30 5.63G 1.25 1.224 1.315 31 800: 94%|█████████▍| 220/233 [00:59<00:03, 3.78it/s] 5/30 5.63G 1.25 1.224 1.315 31 800: 95%|█████████▍| 221/233 [00:59<00:03, 3.83it/s] 5/30 5.63G 1.25 1.224 1.315 37 800: 95%|█████████▍| 221/233 [01:00<00:03, 3.83it/s] 5/30 5.63G 1.25 1.224 1.315 37 800: 95%|█████████▌| 222/233 [01:00<00:02, 3.86it/s] 5/30 5.63G 1.249 1.224 1.315 43 800: 95%|█████████▌| 222/233 [01:00<00:02, 3.86it/s] 5/30 5.63G 1.249 1.224 1.315 43 800: 96%|█████████▌| 223/233 [01:00<00:02, 3.79it/s] 5/30 5.63G 1.25 1.224 1.315 36 800: 96%|█████████▌| 223/233 [01:00<00:02, 3.79it/s] 5/30 5.63G 1.25 1.224 1.315 36 800: 96%|█████████▌| 224/233 [01:00<00:02, 3.73it/s] 5/30 5.63G 1.25 1.225 1.315 43 800: 96%|█████████▌| 224/233 [01:00<00:02, 3.73it/s] 5/30 5.63G 1.25 1.225 1.315 43 800: 97%|█████████▋| 225/233 [01:00<00:02, 3.70it/s] 5/30 5.63G 1.251 1.225 1.315 40 800: 97%|█████████▋| 225/233 [01:01<00:02, 3.70it/s] 5/30 5.63G 1.251 1.225 1.315 40 800: 97%|█████████▋| 226/233 [01:01<00:01, 3.75it/s] 5/30 5.63G 1.25 1.224 1.315 37 800: 97%|█████████▋| 226/233 [01:01<00:01, 3.75it/s] 5/30 5.63G 1.25 1.224 1.315 37 800: 97%|█████████▋| 227/233 [01:01<00:01, 3.68it/s] 5/30 5.63G 1.249 1.223 1.315 36 800: 97%|█████████▋| 227/233 [01:01<00:01, 3.68it/s] 5/30 5.63G 1.249 1.223 1.315 36 800: 98%|█████████▊| 228/233 [01:01<00:01, 3.69it/s] 5/30 5.63G 1.249 1.223 1.315 35 800: 98%|█████████▊| 228/233 [01:02<00:01, 3.69it/s] 5/30 5.63G 1.249 1.223 1.315 35 800: 98%|█████████▊| 229/233 [01:02<00:01, 3.76it/s] 5/30 5.63G 1.25 1.223 1.315 44 800: 98%|█████████▊| 229/233 [01:02<00:01, 3.76it/s] 5/30 5.63G 1.25 1.223 1.315 44 800: 99%|█████████▊| 230/233 [01:02<00:00, 3.67it/s] 5/30 5.63G 1.25 1.223 1.314 44 800: 99%|█████████▊| 230/233 [01:02<00:00, 3.67it/s] 5/30 5.63G 1.25 1.223 1.314 44 800: 99%|█████████▉| 231/233 [01:02<00:00, 3.56it/s] 5/30 5.63G 1.25 1.223 1.315 36 800: 99%|█████████▉| 231/233 [01:02<00:00, 3.56it/s] 5/30 5.63G 1.25 1.223 1.315 36 800: 100%|█████████▉| 232/233 [01:02<00:00, 3.54it/s] 5/30 6.23G 1.249 1.223 1.314 15 800: 100%|█████████▉| 232/233 [01:03<00:00, 3.54it/s] 5/30 6.23G 1.249 1.223 1.314 15 800: 100%|██████████| 233/233 [01:03<00:00, 4.34it/s] 5/30 6.23G 1.249 1.223 1.314 15 800: 100%|██████████| 233/233 [01:03<00:00, 3.70it/s] Class Images Instances Box(P R mAP50 mAP50-95): 0%| | 0/7 [00:00<?, ?it/s] Class Images Instances Box(P R mAP50 mAP50-95): 14%|█▍ | 1/7 [00:00<00:01, 4.57it/s] Class Images Instances Box(P R mAP50 mAP50-95): 29%|██▊ | 2/7 [00:00<00:01, 4.69it/s] Class Images Instances Box(P R mAP50 mAP50-95): 43%|████▎ | 3/7 [00:00<00:00, 4.75it/s] Class Images Instances Box(P R mAP50 mAP50-95): 57%|█████▋ | 4/7 [00:00<00:00, 4.77it/s] Class Images Instances Box(P R mAP50 mAP50-95): 71%|███████▏ | 5/7 [00:01<00:00, 4.67it/s] Class Images Instances Box(P R mAP50 mAP50-95): 86%|████████▌ | 6/7 [00:01<00:00, 4.58it/s] Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 7/7 [00:01<00:00, 5.16it/s] all 200 249 0.569 0.562 0.527 0.234 Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size 0%| | 0/233 [00:00<?, ?it/s] 6/30 5.61G 1.361 1.205 1.401 45 800: 0%| | 0/233 [00:00<?, ?it/s] 6/30 5.61G 1.361 1.205 1.401 45 800: 0%| | 1/233 [00:00<01:06, 3.47it/s] 6/30 5.63G 1.324 1.218 1.319 35 800: 0%| | 1/233 [00:00<01:06, 3.47it/s] 6/30 5.63G 1.324 1.218 1.319 35 800: 1%| | 2/233 [00:00<01:06, 3.49it/s] 6/30 5.63G 1.343 1.374 1.353 51 800: 1%| | 2/233 [00:00<01:06, 3.49it/s] 6/30 5.63G 1.343 1.374 1.353 51 800: 1%|▏ | 3/233 [00:00<01:06, 3.44it/s] 6/30 5.63G 1.31 1.362 1.316 42 800: 1%|▏ | 3/233 [00:01<01:06, 3.44it/s] 6/30 5.63G 1.31 1.362 1.316 42 800: 2%|▏ | 4/233 [00:01<01:05, 3.48it/s] 6/30 5.63G 1.336 1.39 1.335 52 800: 2%|▏ | 4/233 [00:01<01:05, 3.48it/s] 6/30 5.63G 1.336 1.39 1.335 52 800: 2%|▏ | 5/233 [00:01<01:05, 3.49it/s] 6/30 5.63G 1.314 1.36 1.318 46 800: 2%|▏ | 5/233 [00:01<01:05, 3.49it/s] 6/30 5.63G 1.314 1.36 1.318 46 800: 3%|▎ | 6/233 [00:01<01:06, 3.42it/s] 6/30 5.63G 1.332 1.354 1.325 36 800: 3%|▎ | 6/233 [00:02<01:06, 3.42it/s] 6/30 5.63G 1.332 1.354 1.325 36 800: 3%|▎ | 7/233 [00:02<01:05, 3.47it/s] 6/30 5.63G 1.347 1.344 1.332 38 800: 3%|▎ | 7/233 [00:02<01:05, 3.47it/s] 6/30 5.63G 1.347 1.344 1.332 38 800: 3%|▎ | 8/233 [00:02<01:02, 3.62it/s] 6/30 5.63G 1.319 1.296 1.314 37 800: 3%|▎ | 8/233 [00:02<01:02, 3.62it/s] 6/30 5.63G 1.319 1.296 1.314 37 800: 4%|▍ | 9/233 [00:02<01:01, 3.64it/s] 6/30 5.63G 1.301 1.284 1.301 47 800: 4%|▍ | 9/233 [00:02<01:01, 3.64it/s] 6/30 5.63G 1.301 1.284 1.301 47 800: 4%|▍ | 10/233 [00:02<01:03, 3.53it/s] 6/30 5.63G 1.293 1.267 1.299 44 800: 4%|▍ | 10/233 [00:03<01:03, 3.53it/s] 6/30 5.63G 1.293 1.267 1.299 44 800: 5%|▍ | 11/233 [00:03<01:02, 3.58it/s] 6/30 5.63G 1.288 1.27 1.298 44 800: 5%|▍ | 11/233 [00:03<01:02, 3.58it/s] 6/30 5.63G 1.288 1.27 1.298 44 800: 5%|▌ | 12/233 [00:03<01:01, 3.60it/s] 6/30 5.63G 1.266 1.259 1.291 36 800: 5%|▌ | 12/233 [00:03<01:01, 3.60it/s] 6/30 5.63G 1.266 1.259 1.291 36 800: 6%|▌ | 13/233 [00:03<00:59, 3.69it/s] 6/30 5.63G 1.268 1.253 1.29 40 800: 6%|▌ | 13/233 [00:03<00:59, 3.69it/s] 6/30 5.63G 1.268 1.253 1.29 40 800: 6%|▌ | 14/233 [00:03<00:59, 3.68it/s] 6/30 5.63G 1.268 1.259 1.29 43 800: 6%|▌ | 14/233 [00:04<00:59, 3.68it/s] 6/30 5.63G 1.268 1.259 1.29 43 800: 6%|▋ | 15/233 [00:04<00:57, 3.76it/s] 6/30 5.63G 1.266 1.25 1.293 41 800: 6%|▋ | 15/233 [00:04<00:57, 3.76it/s] 6/30 5.63G 1.266 1.25 1.293 41 800: 7%|▋ | 16/233 [00:04<00:57, 3.80it/s] 6/30 5.63G 1.257 1.241 1.285 35 800: 7%|▋ | 16/233 [00:04<00:57, 3.80it/s] 6/30 5.63G 1.257 1.241 1.285 35 800: 7%|▋ | 17/233 [00:04<00:56, 3.83it/s] 6/30 5.63G 1.238 1.227 1.276 48 800: 7%|▋ | 17/233 [00:04<00:56, 3.83it/s] 6/30 5.63G 1.238 1.227 1.276 48 800: 8%|▊ | 18/233 [00:04<00:56, 3.78it/s] 6/30 5.63G 1.246 1.231 1.285 33 800: 8%|▊ | 18/233 [00:05<00:56, 3.78it/s] 6/30 5.63G 1.246 1.231 1.285 33 800: 8%|▊ | 19/233 [00:05<00:56, 3.82it/s] 6/30 5.63G 1.246 1.224 1.289 38 800: 8%|▊ | 19/233 [00:05<00:56, 3.82it/s] 6/30 5.63G 1.246 1.224 1.289 38 800: 9%|▊ | 20/233 [00:05<00:55, 3.84it/s] 6/30 5.63G 1.24 1.217 1.285 38 800: 9%|▊ | 20/233 [00:05<00:55, 3.84it/s] 6/30 5.63G 1.24 1.217 1.285 38 800: 9%|▉ | 21/233 [00:05<00:56, 3.75it/s] 6/30 5.63G 1.232 1.213 1.279 45 800: 9%|▉ | 21/233 [00:06<00:56, 3.75it/s] 6/30 5.63G 1.232 1.213 1.279 45 800: 9%|▉ | 22/233 [00:06<00:57, 3.66it/s] 6/30 5.63G 1.231 1.209 1.28 52 800: 9%|▉ | 22/233 [00:06<00:57, 3.66it/s] 6/30 5.63G 1.231 1.209 1.28 52 800: 10%|▉ | 23/233 [00:06<00:56, 3.73it/s] 6/30 5.63G 1.238 1.205 1.284 44 800: 10%|▉ | 23/233 [00:06<00:56, 3.73it/s] 6/30 5.63G 1.238 1.205 1.284 44 800: 10%|█ | 24/233 [00:06<00:55, 3.78it/s] 6/30 5.63G 1.238 1.204 1.28 38 800: 10%|█ | 24/233 [00:06<00:55, 3.78it/s] 6/30 5.63G 1.238 1.204 1.28 38 800: 11%|█ | 25/233 [00:06<00:54, 3.78it/s] 6/30 5.63G 1.234 1.199 1.283 29 800: 11%|█ | 25/233 [00:07<00:54, 3.78it/s] 6/30 5.63G 1.234 1.199 1.283 29 800: 11%|█ | 26/233 [00:07<00:55, 3.75it/s] 6/30 5.63G 1.24 1.199 1.281 56 800: 11%|█ | 26/233 [00:07<00:55, 3.75it/s] 6/30 5.63G 1.24 1.199 1.281 56 800: 12%|█▏ | 27/233 [00:07<00:54, 3.80it/s] 6/30 5.63G 1.232 1.187 1.273 42 800: 12%|█▏ | 27/233 [00:07<00:54, 3.80it/s] 6/30 5.63G 1.232 1.187 1.273 42 800: 12%|█▏ | 28/233 [00:07<00:53, 3.83it/s] 6/30 5.63G 1.237 1.204 1.276 47 800: 12%|█▏ | 28/233 [00:07<00:53, 3.83it/s] 6/30 5.63G 1.237 1.204 1.276 47 800: 12%|█▏ | 29/233 [00:07<00:52, 3.86it/s] 6/30 5.63G 1.238 1.199 1.276 38 800: 12%|█▏ | 29/233 [00:08<00:52, 3.86it/s] 6/30 5.63G 1.238 1.199 1.276 38 800: 13%|█▎ | 30/233 [00:08<00:53, 3.81it/s] 6/30 5.63G 1.243 1.209 1.28 57 800: 13%|█▎ | 30/233 [00:08<00:53, 3.81it/s] 6/30 5.63G 1.243 1.209 1.28 57 800: 13%|█▎ | 31/233 [00:08<00:54, 3.70it/s] 6/30 5.63G 1.242 1.208 1.281 40 800: 13%|█▎ | 31/233 [00:08<00:54, 3.70it/s] 6/30 5.63G 1.242 1.208 1.281 40 800: 14%|█▎ | 32/233 [00:08<00:53, 3.73it/s] 6/30 5.63G 1.241 1.216 1.281 38 800: 14%|█▎ | 32/233 [00:08<00:53, 3.73it/s] 6/30 5.63G 1.241 1.216 1.281 38 800: 14%|█▍ | 33/233 [00:08<00:54, 3.69it/s] 6/30 5.63G 1.242 1.215 1.281 37 800: 14%|█▍ | 33/233 [00:09<00:54, 3.69it/s] 6/30 5.63G 1.242 1.215 1.281 37 800: 15%|█▍ | 34/233 [00:09<00:55, 3.59it/s] 6/30 5.63G 1.246 1.215 1.283 44 800: 15%|█▍ | 34/233 [00:09<00:55, 3.59it/s] 6/30 5.63G 1.246 1.215 1.283 44 800: 15%|█▌ | 35/233 [00:09<00:54, 3.66it/s] 6/30 5.63G 1.244 1.21 1.282 41 800: 15%|█▌ | 35/233 [00:09<00:54, 3.66it/s] 6/30 5.63G 1.244 1.21 1.282 41 800: 15%|█▌ | 36/233 [00:09<00:53, 3.66it/s] 6/30 5.63G 1.24 1.208 1.279 39 800: 15%|█▌ | 36/233 [00:10<00:53, 3.66it/s] 6/30 5.63G 1.24 1.208 1.279 39 800: 16%|█▌ | 37/233 [00:10<00:53, 3.65it/s] 6/30 5.63G 1.235 1.208 1.275 36 800: 16%|█▌ | 37/233 [00:10<00:53, 3.65it/s] 6/30 5.63G 1.235 1.208 1.275 36 800: 16%|█▋ | 38/233 [00:10<00:54, 3.59it/s] 6/30 5.63G 1.231 1.208 1.274 31 800: 16%|█▋ | 38/233 [00:10<00:54, 3.59it/s] 6/30 5.63G 1.231 1.208 1.274 31 800: 17%|█▋ | 39/233 [00:10<00:52, 3.68it/s] 6/30 5.63G 1.233 1.214 1.276 49 800: 17%|█▋ | 39/233 [00:10<00:52, 3.68it/s] 6/30 5.63G 1.233 1.214 1.276 49 800: 17%|█▋ | 40/233 [00:10<00:52, 3.69it/s] 6/30 5.63G 1.227 1.205 1.273 35 800: 17%|█▋ | 40/233 [00:11<00:52, 3.69it/s] 6/30 5.63G 1.227 1.205 1.273 35 800: 18%|█▊ | 41/233 [00:11<00:54, 3.55it/s] 6/30 5.63G 1.229 1.207 1.279 28 800: 18%|█▊ | 41/233 [00:11<00:54, 3.55it/s] 6/30 5.63G 1.229 1.207 1.279 28 800: 18%|█▊ | 42/233 [00:11<00:53, 3.58it/s] 6/30 5.63G 1.232 1.211 1.282 53 800: 18%|█▊ | 42/233 [00:11<00:53, 3.58it/s] 6/30 5.63G 1.232 1.211 1.282 53 800: 18%|█▊ | 43/233 [00:11<00:51, 3.69it/s] 6/30 5.63G 1.23 1.208 1.28 50 800: 18%|█▊ | 43/233 [00:11<00:51, 3.69it/s] 6/30 5.63G 1.23 1.208 1.28 50 800: 19%|█▉ | 44/233 [00:11<00:50, 3.76it/s] 6/30 5.63G 1.237 1.214 1.282 55 800: 19%|█▉ | 44/233 [00:12<00:50, 3.76it/s] 6/30 5.63G 1.237 1.214 1.282 55 800: 19%|█▉ | 45/233 [00:12<00:49, 3.81it/s] 6/30 5.63G 1.235 1.212 1.282 36 800: 19%|█▉ | 45/233 [00:12<00:49, 3.81it/s] 6/30 5.63G 1.235 1.212 1.282 36 800: 20%|█▉ | 46/233 [00:12<00:50, 3.72it/s] 6/30 5.63G 1.231 1.21 1.282 41 800: 20%|█▉ | 46/233 [00:12<00:50, 3.72it/s] 6/30 5.63G 1.231 1.21 1.282 41 800: 20%|██ | 47/233 [00:12<00:50, 3.72it/s] 6/30 5.63G 1.232 1.209 1.281 51 800: 20%|██ | 47/233 [00:13<00:50, 3.72it/s] 6/30 5.63G 1.232 1.209 1.281 51 800: 21%|██ | 48/233 [00:13<00:49, 3.77it/s] 6/30 5.63G 1.231 1.206 1.28 37 800: 21%|██ | 48/233 [00:13<00:49, 3.77it/s] 6/30 5.63G 1.231 1.206 1.28 37 800: 21%|██ | 49/233 [00:13<00:48, 3.81it/s] 6/30 5.63G 1.23 1.201 1.28 43 800: 21%|██ | 49/233 [00:13<00:48, 3.81it/s] 6/30 5.63G 1.23 1.201 1.28 43 800: 21%|██▏ | 50/233 [00:13<00:48, 3.74it/s] 6/30 5.63G 1.231 1.205 1.28 35 800: 21%|██▏ | 50/233 [00:13<00:48, 3.74it/s] 6/30 5.63G 1.231 1.205 1.28 35 800: 22%|██▏ | 51/233 [00:13<00:49, 3.66it/s] 6/30 5.63G 1.229 1.207 1.279 44 800: 22%|██▏ | 51/233 [00:14<00:49, 3.66it/s] 6/30 5.63G 1.229 1.207 1.279 44 800: 22%|██▏ | 52/233 [00:14<00:50, 3.61it/s] 6/30 5.63G 1.229 1.205 1.281 41 800: 22%|██▏ | 52/233 [00:14<00:50, 3.61it/s] 6/30 5.63G 1.229 1.205 1.281 41 800: 23%|██▎ | 53/233 [00:14<00:48, 3.70it/s] 6/30 5.63G 1.227 1.208 1.281 62 800: 23%|██▎ | 53/233 [00:14<00:48, 3.70it/s] 6/30 5.63G 1.227 1.208 1.281 62 800: 23%|██▎ | 54/233 [00:14<00:48, 3.66it/s] 6/30 5.63G 1.229 1.21 1.282 50 800: 23%|██▎ | 54/233 [00:14<00:48, 3.66it/s] 6/30 5.63G 1.229 1.21 1.282 50 800: 24%|██▎ | 55/233 [00:14<00:47, 3.74it/s] 6/30 5.63G 1.227 1.207 1.28 46 800: 24%|██▎ | 55/233 [00:15<00:47, 3.74it/s] 6/30 5.63G 1.227 1.207 1.28 46 800: 24%|██▍ | 56/233 [00:15<00:46, 3.77it/s] 6/30 5.63G 1.226 1.206 1.279 49 800: 24%|██▍ | 56/233 [00:15<00:46, 3.77it/s] 6/30 5.63G 1.226 1.206 1.279 49 800: 24%|██▍ | 57/233 [00:15<00:46, 3.79it/s] 6/30 5.63G 1.227 1.205 1.281 39 800: 24%|██▍ | 57/233 [00:15<00:46, 3.79it/s] 6/30 5.63G 1.227 1.205 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[00:53<00:11, 3.50it/s] 6/30 5.63G 1.227 1.205 1.295 38 800: 83%|████████▎ | 193/233 [00:54<00:11, 3.50it/s] 6/30 5.63G 1.227 1.205 1.295 38 800: 83%|████████▎ | 194/233 [00:54<00:11, 3.45it/s] 6/30 5.63G 1.227 1.205 1.294 44 800: 83%|████████▎ | 194/233 [00:54<00:11, 3.45it/s] 6/30 5.63G 1.227 1.205 1.294 44 800: 84%|████████▎ | 195/233 [00:54<00:10, 3.46it/s] 6/30 5.63G 1.226 1.204 1.294 42 800: 84%|████████▎ | 195/233 [00:54<00:10, 3.46it/s] 6/30 5.63G 1.226 1.204 1.294 42 800: 84%|████████▍ | 196/233 [00:54<00:10, 3.49it/s] 6/30 5.63G 1.227 1.206 1.295 43 800: 84%|████████▍ | 196/233 [00:54<00:10, 3.49it/s] 6/30 5.63G 1.227 1.206 1.295 43 800: 85%|████████▍ | 197/233 [00:54<00:10, 3.50it/s] 6/30 5.63G 1.226 1.205 1.294 40 800: 85%|████████▍ | 197/233 [00:55<00:10, 3.50it/s] 6/30 5.63G 1.226 1.205 1.294 40 800: 85%|████████▍ | 198/233 [00:55<00:10, 3.45it/s] 6/30 5.63G 1.226 1.206 1.294 46 800: 85%|████████▍ | 198/233 [00:55<00:10, 3.45it/s] 6/30 5.63G 1.226 1.206 1.294 46 800: 85%|████████▌ | 199/233 [00:55<00:09, 3.47it/s] 6/30 5.63G 1.226 1.205 1.294 45 800: 85%|████████▌ | 199/233 [00:55<00:09, 3.47it/s] 6/30 5.63G 1.226 1.205 1.294 45 800: 86%|████████▌ | 200/233 [00:55<00:09, 3.49it/s] 6/30 5.63G 1.225 1.206 1.294 38 800: 86%|████████▌ | 200/233 [00:56<00:09, 3.49it/s] 6/30 5.63G 1.225 1.206 1.294 38 800: 86%|████████▋ | 201/233 [00:56<00:09, 3.50it/s] 6/30 5.63G 1.223 1.204 1.293 39 800: 86%|████████▋ | 201/233 [00:56<00:09, 3.50it/s] 6/30 5.63G 1.223 1.204 1.293 39 800: 87%|████████▋ | 202/233 [00:56<00:08, 3.45it/s] 6/30 5.63G 1.222 1.203 1.292 40 800: 87%|████████▋ | 202/233 [00:56<00:08, 3.45it/s] 6/30 5.63G 1.222 1.203 1.292 40 800: 87%|████████▋ | 203/233 [00:56<00:08, 3.47it/s] 6/30 5.63G 1.222 1.202 1.292 45 800: 87%|████████▋ | 203/233 [00:56<00:08, 3.47it/s] 6/30 5.63G 1.222 1.202 1.292 45 800: 88%|████████▊ | 204/233 [00:56<00:08, 3.50it/s] 6/30 5.63G 1.221 1.202 1.292 43 800: 88%|████████▊ | 204/233 [00:57<00:08, 3.50it/s] 6/30 5.63G 1.221 1.202 1.292 43 800: 88%|████████▊ | 205/233 [00:57<00:07, 3.52it/s] 6/30 5.63G 1.221 1.202 1.292 42 800: 88%|████████▊ | 205/233 [00:57<00:07, 3.52it/s] 6/30 5.63G 1.221 1.202 1.292 42 800: 88%|████████▊ | 206/233 [00:57<00:07, 3.46it/s] 6/30 5.63G 1.22 1.202 1.292 39 800: 88%|████████▊ | 206/233 [00:57<00:07, 3.46it/s] 6/30 5.63G 1.22 1.202 1.292 39 800: 89%|████████▉ | 207/233 [00:57<00:07, 3.48it/s] 6/30 5.63G 1.221 1.204 1.292 56 800: 89%|████████▉ | 207/233 [00:58<00:07, 3.48it/s] 6/30 5.63G 1.221 1.204 1.292 56 800: 89%|████████▉ | 208/233 [00:58<00:07, 3.50it/s] 6/30 5.63G 1.221 1.203 1.292 35 800: 89%|████████▉ | 208/233 [00:58<00:07, 3.50it/s] 6/30 5.63G 1.221 1.203 1.292 35 800: 90%|████████▉ | 209/233 [00:58<00:06, 3.51it/s] 6/30 5.63G 1.221 1.204 1.292 53 800: 90%|████████▉ | 209/233 [00:58<00:06, 3.51it/s] 6/30 5.63G 1.221 1.204 1.292 53 800: 90%|█████████ | 210/233 [00:58<00:06, 3.44it/s] 6/30 5.63G 1.221 1.204 1.292 48 800: 90%|█████████ | 210/233 [00:58<00:06, 3.44it/s] 6/30 5.63G 1.221 1.204 1.292 48 800: 91%|█████████ | 211/233 [00:58<00:06, 3.47it/s] 6/30 5.63G 1.221 1.204 1.293 38 800: 91%|█████████ | 211/233 [00:59<00:06, 3.47it/s] 6/30 5.63G 1.221 1.204 1.293 38 800: 91%|█████████ | 212/233 [00:59<00:06, 3.50it/s] 6/30 5.63G 1.222 1.205 1.293 48 800: 91%|█████████ | 212/233 [00:59<00:06, 3.50it/s] 6/30 5.63G 1.222 1.205 1.293 48 800: 91%|█████████▏| 213/233 [00:59<00:05, 3.52it/s] 6/30 5.63G 1.222 1.206 1.294 33 800: 91%|█████████▏| 213/233 [00:59<00:05, 3.52it/s] 6/30 5.63G 1.222 1.206 1.294 33 800: 92%|█████████▏| 214/233 [00:59<00:05, 3.45it/s] 6/30 5.63G 1.222 1.206 1.294 57 800: 92%|█████████▏| 214/233 [01:00<00:05, 3.45it/s] 6/30 5.63G 1.222 1.206 1.294 57 800: 92%|█████████▏| 215/233 [01:00<00:05, 3.48it/s] 6/30 5.63G 1.222 1.206 1.293 45 800: 92%|█████████▏| 215/233 [01:00<00:05, 3.48it/s] 6/30 5.63G 1.222 1.206 1.293 45 800: 93%|█████████▎| 216/233 [01:00<00:04, 3.49it/s] 6/30 5.63G 1.222 1.206 1.294 35 800: 93%|█████████▎| 216/233 [01:00<00:04, 3.49it/s] 6/30 5.63G 1.222 1.206 1.294 35 800: 93%|█████████▎| 217/233 [01:00<00:04, 3.51it/s] 6/30 5.63G 1.223 1.208 1.294 51 800: 93%|█████████▎| 217/233 [01:00<00:04, 3.51it/s] 6/30 5.63G 1.223 1.208 1.294 51 800: 94%|█████████▎| 218/233 [01:00<00:04, 3.47it/s] 6/30 5.63G 1.222 1.208 1.294 32 800: 94%|█████████▎| 218/233 [01:01<00:04, 3.47it/s] 6/30 5.63G 1.222 1.208 1.294 32 800: 94%|█████████▍| 219/233 [01:01<00:04, 3.49it/s] 6/30 5.63G 1.221 1.207 1.293 34 800: 94%|█████████▍| 219/233 [01:01<00:04, 3.49it/s] 6/30 5.63G 1.221 1.207 1.293 34 800: 94%|█████████▍| 220/233 [01:01<00:03, 3.50it/s] 6/30 5.63G 1.221 1.207 1.293 45 800: 94%|█████████▍| 220/233 [01:01<00:03, 3.50it/s] 6/30 5.63G 1.221 1.207 1.293 45 800: 95%|█████████▍| 221/233 [01:01<00:03, 3.50it/s] 6/30 5.63G 1.221 1.207 1.293 42 800: 95%|█████████▍| 221/233 [01:02<00:03, 3.50it/s] 6/30 5.63G 1.221 1.207 1.293 42 800: 95%|█████████▌| 222/233 [01:02<00:03, 3.43it/s] 6/30 5.63G 1.22 1.206 1.292 35 800: 95%|█████████▌| 222/233 [01:02<00:03, 3.43it/s] 6/30 5.63G 1.22 1.206 1.292 35 800: 96%|█████████▌| 223/233 [01:02<00:02, 3.46it/s] 6/30 5.63G 1.22 1.207 1.292 46 800: 96%|█████████▌| 223/233 [01:02<00:02, 3.46it/s] 6/30 5.63G 1.22 1.207 1.292 46 800: 96%|█████████▌| 224/233 [01:02<00:02, 3.49it/s] 6/30 5.63G 1.221 1.208 1.294 33 800: 96%|█████████▌| 224/233 [01:02<00:02, 3.49it/s] 6/30 5.63G 1.221 1.208 1.294 33 800: 97%|█████████▋| 225/233 [01:02<00:02, 3.50it/s] 6/30 5.63G 1.221 1.209 1.294 37 800: 97%|█████████▋| 225/233 [01:03<00:02, 3.50it/s] 6/30 5.63G 1.221 1.209 1.294 37 800: 97%|█████████▋| 226/233 [01:03<00:02, 3.46it/s] 6/30 5.63G 1.221 1.208 1.294 42 800: 97%|█████████▋| 226/233 [01:03<00:02, 3.46it/s] 6/30 5.63G 1.221 1.208 1.294 42 800: 97%|█████████▋| 227/233 [01:03<00:01, 3.48it/s] 6/30 5.63G 1.22 1.207 1.293 33 800: 97%|█████████▋| 227/233 [01:03<00:01, 3.48it/s] 6/30 5.63G 1.22 1.207 1.293 33 800: 98%|█████████▊| 228/233 [01:03<00:01, 3.49it/s] 6/30 5.63G 1.221 1.208 1.293 48 800: 98%|█████████▊| 228/233 [01:04<00:01, 3.49it/s] 6/30 5.63G 1.221 1.208 1.293 48 800: 98%|█████████▊| 229/233 [01:04<00:01, 3.49it/s] 6/30 5.63G 1.221 1.208 1.293 44 800: 98%|█████████▊| 229/233 [01:04<00:01, 3.49it/s] 6/30 5.63G 1.221 1.208 1.293 44 800: 99%|█████████▊| 230/233 [01:04<00:00, 3.44it/s] 6/30 5.63G 1.22 1.207 1.293 43 800: 99%|█████████▊| 230/233 [01:04<00:00, 3.44it/s] 6/30 5.63G 1.22 1.207 1.293 43 800: 99%|█████████▉| 231/233 [01:04<00:00, 3.46it/s] 6/30 5.63G 1.22 1.207 1.293 44 800: 99%|█████████▉| 231/233 [01:04<00:00, 3.46it/s] 6/30 5.63G 1.22 1.207 1.293 44 800: 100%|█████████▉| 232/233 [01:04<00:00, 3.49it/s] 6/30 6.22G 1.219 1.206 1.292 13 800: 100%|█████████▉| 232/233 [01:05<00:00, 3.49it/s] 6/30 6.22G 1.219 1.206 1.292 13 800: 100%|██████████| 233/233 [01:05<00:00, 4.30it/s] 6/30 6.22G 1.219 1.206 1.292 13 800: 100%|██████████| 233/233 [01:05<00:00, 3.58it/s] Class Images Instances Box(P R mAP50 mAP50-95): 0%| | 0/7 [00:00<?, ?it/s] Class Images Instances Box(P R mAP50 mAP50-95): 14%|█▍ | 1/7 [00:00<00:01, 4.26it/s] Class Images Instances Box(P R mAP50 mAP50-95): 29%|██▊ | 2/7 [00:00<00:01, 4.28it/s] Class Images Instances Box(P R mAP50 mAP50-95): 43%|████▎ | 3/7 [00:00<00:00, 4.33it/s] Class Images Instances Box(P R mAP50 mAP50-95): 57%|█████▋ | 4/7 [00:00<00:00, 4.37it/s] Class Images Instances Box(P R mAP50 mAP50-95): 71%|███████▏ | 5/7 [00:01<00:00, 4.37it/s] Class Images Instances Box(P R mAP50 mAP50-95): 86%|████████▌ | 6/7 [00:01<00:00, 4.36it/s] Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 7/7 [00:01<00:00, 4.81it/s] all 200 249 0.54 0.638 0.533 0.257 Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size 0%| | 0/233 [00:00<?, ?it/s] 7/30 5.65G 1.472 1.483 1.427 50 800: 0%| | 0/233 [00:00<?, ?it/s] 7/30 5.65G 1.472 1.483 1.427 50 800: 0%| | 1/233 [00:00<01:15, 3.07it/s] 7/30 5.65G 1.258 1.218 1.294 34 800: 0%| | 1/233 [00:00<01:15, 3.07it/s] 7/30 5.65G 1.258 1.218 1.294 34 800: 1%| | 2/233 [00:00<01:08, 3.36it/s] 7/30 5.65G 1.204 1.129 1.277 39 800: 1%| | 2/233 [00:00<01:08, 3.36it/s] 7/30 5.65G 1.204 1.129 1.277 39 800: 1%|▏ | 3/233 [00:00<01:06, 3.43it/s] 7/30 5.65G 1.252 1.149 1.322 42 800: 1%|▏ | 3/233 [00:01<01:06, 3.43it/s] 7/30 5.65G 1.252 1.149 1.322 42 800: 2%|▏ | 4/233 [00:01<01:06, 3.47it/s] 7/30 5.65G 1.218 1.127 1.29 46 800: 2%|▏ | 4/233 [00:01<01:06, 3.47it/s] 7/30 5.65G 1.218 1.127 1.29 46 800: 2%|▏ | 5/233 [00:01<01:06, 3.43it/s] 7/30 5.65G 1.254 1.167 1.311 53 800: 2%|▏ | 5/233 [00:01<01:06, 3.43it/s] 7/30 5.65G 1.254 1.167 1.311 53 800: 3%|▎ | 6/233 [00:01<01:05, 3.45it/s] 7/30 5.65G 1.246 1.164 1.299 34 800: 3%|▎ | 6/233 [00:02<01:05, 3.45it/s] 7/30 5.65G 1.246 1.164 1.299 34 800: 3%|▎ | 7/233 [00:02<01:04, 3.48it/s] 7/30 5.65G 1.254 1.188 1.308 50 800: 3%|▎ | 7/233 [00:02<01:04, 3.48it/s] 7/30 5.65G 1.254 1.188 1.308 50 800: 3%|▎ | 8/233 [00:02<01:04, 3.51it/s] 7/30 5.65G 1.248 1.193 1.294 37 800: 3%|▎ | 8/233 [00:02<01:04, 3.51it/s] 7/30 5.65G 1.248 1.193 1.294 37 800: 4%|▍ | 9/233 [00:02<01:04, 3.45it/s] 7/30 5.65G 1.255 1.202 1.304 37 800: 4%|▍ | 9/233 [00:02<01:04, 3.45it/s] 7/30 5.65G 1.255 1.202 1.304 37 800: 4%|▍ | 10/233 [00:02<01:03, 3.48it/s] 7/30 5.65G 1.269 1.216 1.317 41 800: 4%|▍ | 10/233 [00:03<01:03, 3.48it/s] 7/30 5.65G 1.269 1.216 1.317 41 800: 5%|▍ | 11/233 [00:03<01:03, 3.50it/s] 7/30 5.65G 1.285 1.232 1.338 35 800: 5%|▍ | 11/233 [00:03<01:03, 3.50it/s] 7/30 5.65G 1.285 1.232 1.338 35 800: 5%|▌ | 12/233 [00:03<01:02, 3.51it/s] 7/30 5.65G 1.283 1.217 1.329 52 800: 5%|▌ | 12/233 [00:03<01:02, 3.51it/s] 7/30 5.65G 1.283 1.217 1.329 52 800: 6%|▌ | 13/233 [00:03<01:03, 3.45it/s] 7/30 5.65G 1.288 1.23 1.336 38 800: 6%|▌ | 13/233 [00:04<01:03, 3.45it/s] 7/30 5.65G 1.288 1.23 1.336 38 800: 6%|▌ | 14/233 [00:04<01:03, 3.47it/s] 7/30 5.65G 1.285 1.227 1.329 53 800: 6%|▌ | 14/233 [00:04<01:03, 3.47it/s] 7/30 5.65G 1.285 1.227 1.329 53 800: 6%|▋ | 15/233 [00:04<01:02, 3.49it/s] 7/30 5.65G 1.274 1.209 1.322 51 800: 6%|▋ | 15/233 [00:04<01:02, 3.49it/s] 7/30 5.65G 1.274 1.209 1.322 51 800: 7%|▋ | 16/233 [00:04<01:01, 3.50it/s] 7/30 5.65G 1.267 1.212 1.32 46 800: 7%|▋ | 16/233 [00:04<01:01, 3.50it/s] 7/30 5.65G 1.267 1.212 1.32 46 800: 7%|▋ | 17/233 [00:04<01:02, 3.45it/s] 7/30 5.65G 1.28 1.228 1.333 51 800: 7%|▋ | 17/233 [00:05<01:02, 3.45it/s] 7/30 5.65G 1.28 1.228 1.333 51 800: 8%|▊ | 18/233 [00:05<01:01, 3.48it/s] 7/30 5.65G 1.273 1.228 1.33 44 800: 8%|▊ | 18/233 [00:05<01:01, 3.48it/s] 7/30 5.65G 1.273 1.228 1.33 44 800: 8%|▊ | 19/233 [00:05<01:01, 3.49it/s] 7/30 5.65G 1.27 1.231 1.329 40 800: 8%|▊ | 19/233 [00:05<01:01, 3.49it/s] 7/30 5.65G 1.27 1.231 1.329 40 800: 9%|▊ | 20/233 [00:05<01:00, 3.52it/s] 7/30 5.65G 1.268 1.226 1.325 40 800: 9%|▊ | 20/233 [00:06<01:00, 3.52it/s] 7/30 5.65G 1.268 1.226 1.325 40 800: 9%|▉ | 21/233 [00:06<01:01, 3.45it/s] 7/30 5.65G 1.269 1.225 1.323 47 800: 9%|▉ | 21/233 [00:06<01:01, 3.45it/s] 7/30 5.65G 1.269 1.225 1.323 47 800: 9%|▉ | 22/233 [00:06<01:00, 3.48it/s] 7/30 5.65G 1.269 1.229 1.322 51 800: 9%|▉ | 22/233 [00:06<01:00, 3.48it/s] 7/30 5.65G 1.269 1.229 1.322 51 800: 10%|▉ | 23/233 [00:06<01:00, 3.50it/s] 7/30 5.65G 1.264 1.222 1.319 57 800: 10%|▉ | 23/233 [00:06<01:00, 3.50it/s] 7/30 5.65G 1.264 1.222 1.319 57 800: 10%|█ | 24/233 [00:06<00:59, 3.51it/s] 7/30 5.65G 1.265 1.217 1.323 48 800: 10%|█ | 24/233 [00:07<00:59, 3.51it/s] 7/30 5.65G 1.265 1.217 1.323 48 800: 11%|█ | 25/233 [00:07<01:00, 3.46it/s] 7/30 5.65G 1.266 1.213 1.323 46 800: 11%|█ | 25/233 [00:07<01:00, 3.46it/s] 7/30 5.65G 1.266 1.213 1.323 46 800: 11%|█ | 26/233 [00:07<00:59, 3.49it/s] 7/30 5.65G 1.262 1.208 1.32 45 800: 11%|█ | 26/233 [00:07<00:59, 3.49it/s] 7/30 5.65G 1.262 1.208 1.32 45 800: 12%|█▏ | 27/233 [00:07<00:58, 3.50it/s] 7/30 5.65G 1.266 1.208 1.321 47 800: 12%|█▏ | 27/233 [00:08<00:58, 3.50it/s] 7/30 5.65G 1.266 1.208 1.321 47 800: 12%|█▏ | 28/233 [00:08<00:58, 3.51it/s] 7/30 5.65G 1.262 1.21 1.317 37 800: 12%|█▏ | 28/233 [00:08<00:58, 3.51it/s] 7/30 5.65G 1.262 1.21 1.317 37 800: 12%|█▏ | 29/233 [00:08<00:59, 3.45it/s] 7/30 5.65G 1.263 1.211 1.317 42 800: 12%|█▏ | 29/233 [00:08<00:59, 3.45it/s] 7/30 5.65G 1.263 1.211 1.317 42 800: 13%|█▎ | 30/233 [00:08<00:58, 3.48it/s] 7/30 5.65G 1.264 1.217 1.319 51 800: 13%|█▎ | 30/233 [00:08<00:58, 3.48it/s] 7/30 5.65G 1.264 1.217 1.319 51 800: 13%|█▎ | 31/233 [00:08<00:57, 3.49it/s] 7/30 5.65G 1.259 1.213 1.319 40 800: 13%|█▎ | 31/233 [00:09<00:57, 3.49it/s] 7/30 5.65G 1.259 1.213 1.319 40 800: 14%|█▎ | 32/233 [00:09<00:57, 3.51it/s] 7/30 5.65G 1.257 1.222 1.321 45 800: 14%|█▎ | 32/233 [00:09<00:57, 3.51it/s] 7/30 5.65G 1.257 1.222 1.321 45 800: 14%|█▍ | 33/233 [00:09<00:57, 3.45it/s] 7/30 5.65G 1.257 1.227 1.323 47 800: 14%|█▍ | 33/233 [00:09<00:57, 3.45it/s] 7/30 5.65G 1.257 1.227 1.323 47 800: 15%|█▍ | 34/233 [00:09<00:57, 3.48it/s] 7/30 5.65G 1.249 1.217 1.317 42 800: 15%|█▍ | 34/233 [00:10<00:57, 3.48it/s] 7/30 5.65G 1.249 1.217 1.317 42 800: 15%|█▌ | 35/233 [00:10<00:56, 3.51it/s] 7/30 5.65G 1.25 1.216 1.321 45 800: 15%|█▌ | 35/233 [00:10<00:56, 3.51it/s] 7/30 5.65G 1.25 1.216 1.321 45 800: 15%|█▌ | 36/233 [00:10<00:56, 3.52it/s] 7/30 5.65G 1.251 1.217 1.318 40 800: 15%|█▌ | 36/233 [00:10<00:56, 3.52it/s] 7/30 5.65G 1.251 1.217 1.318 40 800: 16%|█▌ | 37/233 [00:10<00:56, 3.47it/s] 7/30 5.65G 1.245 1.212 1.315 27 800: 16%|█▌ | 37/233 [00:10<00:56, 3.47it/s] 7/30 5.65G 1.245 1.212 1.315 27 800: 16%|█▋ | 38/233 [00:10<00:56, 3.48it/s] 7/30 5.65G 1.245 1.211 1.316 47 800: 16%|█▋ | 38/233 [00:11<00:56, 3.48it/s] 7/30 5.65G 1.245 1.211 1.316 47 800: 17%|█▋ | 39/233 [00:11<00:55, 3.50it/s] 7/30 5.65G 1.242 1.21 1.315 39 800: 17%|█▋ | 39/233 [00:11<00:55, 3.50it/s] 7/30 5.65G 1.242 1.21 1.315 39 800: 17%|█▋ | 40/233 [00:11<00:54, 3.51it/s] 7/30 5.65G 1.236 1.207 1.31 41 800: 17%|█▋ | 40/233 [00:11<00:54, 3.51it/s] 7/30 5.65G 1.236 1.207 1.31 41 800: 18%|█▊ | 41/233 [00:11<00:55, 3.44it/s] 7/30 5.65G 1.235 1.204 1.308 45 800: 18%|█▊ | 41/233 [00:12<00:55, 3.44it/s] 7/30 5.65G 1.235 1.204 1.308 45 800: 18%|█▊ | 42/233 [00:12<00:54, 3.48it/s] 7/30 5.65G 1.237 1.207 1.308 32 800: 18%|█▊ | 42/233 [00:12<00:54, 3.48it/s] 7/30 5.65G 1.237 1.207 1.308 32 800: 18%|█▊ | 43/233 [00:12<00:54, 3.50it/s] 7/30 5.65G 1.237 1.207 1.308 36 800: 18%|█▊ | 43/233 [00:12<00:54, 3.50it/s] 7/30 5.65G 1.237 1.207 1.308 36 800: 19%|█▉ | 44/233 [00:12<00:53, 3.51it/s] 7/30 5.65G 1.239 1.208 1.307 46 800: 19%|█▉ | 44/233 [00:12<00:53, 3.51it/s] 7/30 5.65G 1.239 1.208 1.307 46 800: 19%|█▉ | 45/233 [00:12<00:54, 3.45it/s] 7/30 5.65G 1.238 1.206 1.307 37 800: 19%|█▉ | 45/233 [00:13<00:54, 3.45it/s] 7/30 5.65G 1.238 1.206 1.307 37 800: 20%|█▉ | 46/233 [00:13<00:53, 3.49it/s] 7/30 5.65G 1.234 1.201 1.305 38 800: 20%|█▉ | 46/233 [00:13<00:53, 3.49it/s] 7/30 5.65G 1.234 1.201 1.305 38 800: 20%|██ | 47/233 [00:13<00:52, 3.51it/s] 7/30 5.65G 1.234 1.198 1.303 41 800: 20%|██ | 47/233 [00:13<00:52, 3.51it/s] 7/30 5.65G 1.234 1.198 1.303 41 800: 21%|██ | 48/233 [00:13<00:52, 3.51it/s] 7/30 5.65G 1.231 1.194 1.299 43 800: 21%|██ | 48/233 [00:14<00:52, 3.51it/s] 7/30 5.65G 1.231 1.194 1.299 43 800: 21%|██ | 49/233 [00:14<00:53, 3.46it/s] 7/30 5.65G 1.234 1.193 1.301 41 800: 21%|██ | 49/233 [00:14<00:53, 3.46it/s] 7/30 5.65G 1.234 1.193 1.301 41 800: 21%|██▏ | 50/233 [00:14<00:52, 3.48it/s] 7/30 5.65G 1.232 1.193 1.3 38 800: 21%|██▏ | 50/233 [00:14<00:52, 3.48it/s] 7/30 5.65G 1.232 1.193 1.3 38 800: 22%|██▏ | 51/233 [00:14<00:51, 3.51it/s] 7/30 5.65G 1.236 1.2 1.306 42 800: 22%|██▏ | 51/233 [00:14<00:51, 3.51it/s] 7/30 5.65G 1.236 1.2 1.306 42 800: 22%|██▏ | 52/233 [00:14<00:51, 3.52it/s] 7/30 5.65G 1.239 1.2 1.308 49 800: 22%|██▏ | 52/233 [00:15<00:51, 3.52it/s] 7/30 5.65G 1.239 1.2 1.308 49 800: 23%|██▎ | 53/233 [00:15<00:51, 3.47it/s] 7/30 5.65G 1.242 1.203 1.309 37 800: 23%|██▎ | 53/233 [00:15<00:51, 3.47it/s] 7/30 5.65G 1.242 1.203 1.309 37 800: 23%|██▎ | 54/233 [00:15<00:51, 3.49it/s] 7/30 5.65G 1.243 1.205 1.31 63 800: 23%|██▎ | 54/233 [00:15<00:51, 3.49it/s] 7/30 5.65G 1.243 1.205 1.31 63 800: 24%|██▎ | 55/233 [00:15<00:50, 3.50it/s] 7/30 5.65G 1.239 1.202 1.307 39 800: 24%|██▎ | 55/233 [00:16<00:50, 3.50it/s] 7/30 5.65G 1.239 1.202 1.307 39 800: 24%|██▍ | 56/233 [00:16<00:50, 3.51it/s] 7/30 5.65G 1.239 1.2 1.307 57 800: 24%|██▍ | 56/233 [00:16<00:50, 3.51it/s] 7/30 5.65G 1.239 1.2 1.307 57 800: 24%|██▍ | 57/233 [00:16<00:50, 3.46it/s] 7/30 5.65G 1.239 1.198 1.307 38 800: 24%|██▍ | 57/233 [00:16<00:50, 3.46it/s] 7/30 5.65G 1.239 1.198 1.307 38 800: 25%|██▍ | 58/233 [00:16<00:50, 3.49it/s] 7/30 5.65G 1.237 1.195 1.305 36 800: 25%|██▍ | 58/233 [00:16<00:50, 3.49it/s] 7/30 5.65G 1.237 1.195 1.305 36 800: 25%|██▌ | 59/233 [00:16<00:49, 3.51it/s] 7/30 5.65G 1.239 1.196 1.308 32 800: 25%|██▌ | 59/233 [00:17<00:49, 3.51it/s] 7/30 5.65G 1.239 1.196 1.308 32 800: 26%|██▌ | 60/233 [00:17<00:49, 3.52it/s] 7/30 5.65G 1.239 1.197 1.308 52 800: 26%|██▌ | 60/233 [00:17<00:49, 3.52it/s] 7/30 5.65G 1.239 1.197 1.308 52 800: 26%|██▌ | 61/233 [00:17<00:49, 3.46it/s] 7/30 5.65G 1.235 1.194 1.306 39 800: 26%|██▌ | 61/233 [00:17<00:49, 3.46it/s] 7/30 5.65G 1.235 1.194 1.306 39 800: 27%|██▋ | 62/233 [00:17<00:49, 3.48it/s] 7/30 5.65G 1.233 1.192 1.306 29 800: 27%|██▋ | 62/233 [00:18<00:49, 3.48it/s] 7/30 5.65G 1.233 1.192 1.306 29 800: 27%|██▋ | 63/233 [00:18<00:48, 3.50it/s] 7/30 5.65G 1.229 1.186 1.303 41 800: 27%|██▋ | 63/233 [00:18<00:48, 3.50it/s] 7/30 5.65G 1.229 1.186 1.303 41 800: 27%|██▋ | 64/233 [00:18<00:48, 3.52it/s] 7/30 5.65G 1.232 1.189 1.304 50 800: 27%|██▋ | 64/233 [00:18<00:48, 3.52it/s] 7/30 5.65G 1.232 1.189 1.304 50 800: 28%|██▊ | 65/233 [00:18<00:48, 3.46it/s] 7/30 5.65G 1.23 1.184 1.303 41 800: 28%|██▊ | 65/233 [00:18<00:48, 3.46it/s] 7/30 5.65G 1.23 1.184 1.303 41 800: 28%|██▊ | 66/233 [00:18<00:47, 3.48it/s] 7/30 5.65G 1.228 1.184 1.301 36 800: 28%|██▊ | 66/233 [00:19<00:47, 3.48it/s] 7/30 5.65G 1.228 1.184 1.301 36 800: 29%|██▉ | 67/233 [00:19<00:47, 3.49it/s] 7/30 5.65G 1.228 1.184 1.301 39 800: 29%|██▉ | 67/233 [00:19<00:47, 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178/233 [00:50<00:14, 3.73it/s] 7/30 5.65G 1.189 1.154 1.286 39 800: 77%|███████▋ | 179/233 [00:50<00:14, 3.64it/s] 7/30 5.65G 1.189 1.155 1.285 43 800: 77%|███████▋ | 179/233 [00:50<00:14, 3.64it/s] 7/30 5.65G 1.189 1.155 1.285 43 800: 77%|███████▋ | 180/233 [00:50<00:14, 3.70it/s] 7/30 5.65G 1.189 1.156 1.286 40 800: 77%|███████▋ | 180/233 [00:50<00:14, 3.70it/s] 7/30 5.65G 1.189 1.156 1.286 40 800: 78%|███████▊ | 181/233 [00:50<00:14, 3.66it/s] 7/30 5.65G 1.189 1.155 1.286 44 800: 78%|███████▊ | 181/233 [00:51<00:14, 3.66it/s] 7/30 5.65G 1.189 1.155 1.286 44 800: 78%|███████▊ | 182/233 [00:51<00:14, 3.59it/s] 7/30 5.65G 1.187 1.154 1.285 40 800: 78%|███████▊ | 182/233 [00:51<00:14, 3.59it/s] 7/30 5.65G 1.187 1.154 1.285 40 800: 79%|███████▊ | 183/233 [00:51<00:13, 3.58it/s] 7/30 5.65G 1.187 1.154 1.285 41 800: 79%|███████▊ | 183/233 [00:51<00:13, 3.58it/s] 7/30 5.65G 1.187 1.154 1.285 41 800: 79%|███████▉ | 184/233 [00:51<00:13, 3.66it/s] 7/30 5.65G 1.187 1.155 1.285 52 800: 79%|███████▉ | 184/233 [00:52<00:13, 3.66it/s] 7/30 5.65G 1.187 1.155 1.285 52 800: 79%|███████▉ | 185/233 [00:52<00:13, 3.65it/s] 7/30 5.65G 1.188 1.154 1.285 35 800: 79%|███████▉ | 185/233 [00:52<00:13, 3.65it/s] 7/30 5.65G 1.188 1.154 1.285 35 800: 80%|███████▉ | 186/233 [00:52<00:12, 3.69it/s] 7/30 5.65G 1.188 1.154 1.285 52 800: 80%|███████▉ | 186/233 [00:52<00:12, 3.69it/s] 7/30 5.65G 1.188 1.154 1.285 52 800: 80%|████████ | 187/233 [00:52<00:12, 3.71it/s] 7/30 5.65G 1.187 1.153 1.285 31 800: 80%|████████ | 187/233 [00:52<00:12, 3.71it/s] 7/30 5.65G 1.187 1.153 1.285 31 800: 81%|████████ | 188/233 [00:52<00:12, 3.73it/s] 7/30 5.65G 1.187 1.153 1.285 50 800: 81%|████████ | 188/233 [00:53<00:12, 3.73it/s] 7/30 5.65G 1.187 1.153 1.285 50 800: 81%|████████ | 189/233 [00:53<00:12, 3.65it/s] 7/30 5.65G 1.187 1.154 1.286 39 800: 81%|████████ | 189/233 [00:53<00:12, 3.65it/s] 7/30 5.65G 1.187 1.154 1.286 39 800: 82%|████████▏ | 190/233 [00:53<00:11, 3.68it/s] 7/30 5.65G 1.187 1.153 1.285 41 800: 82%|████████▏ | 190/233 [00:53<00:11, 3.68it/s] 7/30 5.65G 1.187 1.153 1.285 41 800: 82%|████████▏ | 191/233 [00:53<00:11, 3.74it/s] 7/30 5.65G 1.185 1.152 1.284 38 800: 82%|████████▏ | 191/233 [00:53<00:11, 3.74it/s] 7/30 5.65G 1.185 1.152 1.284 38 800: 82%|████████▏ | 192/233 [00:53<00:10, 3.76it/s] 7/30 5.65G 1.184 1.151 1.284 42 800: 82%|████████▏ | 192/233 [00:54<00:10, 3.76it/s] 7/30 5.65G 1.184 1.151 1.284 42 800: 83%|████████▎ | 193/233 [00:54<00:10, 3.68it/s] 7/30 5.65G 1.182 1.15 1.283 40 800: 83%|████████▎ | 193/233 [00:54<00:10, 3.68it/s] 7/30 5.65G 1.182 1.15 1.283 40 800: 83%|████████▎ | 194/233 [00:54<00:10, 3.72it/s] 7/30 5.65G 1.181 1.148 1.282 43 800: 83%|████████▎ | 194/233 [00:54<00:10, 3.72it/s] 7/30 5.65G 1.181 1.148 1.282 43 800: 84%|████████▎ | 195/233 [00:54<00:10, 3.69it/s] 7/30 5.65G 1.181 1.149 1.282 26 800: 84%|████████▎ | 195/233 [00:55<00:10, 3.69it/s] 7/30 5.65G 1.181 1.149 1.282 26 800: 84%|████████▍ | 196/233 [00:55<00:09, 3.71it/s] 7/30 5.65G 1.181 1.15 1.283 43 800: 84%|████████▍ | 196/233 [00:55<00:09, 3.71it/s] 7/30 5.65G 1.181 1.15 1.283 43 800: 85%|████████▍ | 197/233 [00:55<00:09, 3.63it/s] 7/30 5.65G 1.181 1.149 1.283 45 800: 85%|████████▍ | 197/233 [00:55<00:09, 3.63it/s] 7/30 5.65G 1.181 1.149 1.283 45 800: 85%|████████▍ | 198/233 [00:55<00:09, 3.67it/s] 7/30 5.65G 1.18 1.149 1.283 48 800: 85%|████████▍ | 198/233 [00:55<00:09, 3.67it/s] 7/30 5.65G 1.18 1.149 1.283 48 800: 85%|████████▌ | 199/233 [00:55<00:09, 3.70it/s] 7/30 5.65G 1.18 1.148 1.283 37 800: 85%|████████▌ | 199/233 [00:56<00:09, 3.70it/s] 7/30 5.65G 1.18 1.148 1.283 37 800: 86%|████████▌ | 200/233 [00:56<00:08, 3.72it/s] 7/30 5.65G 1.179 1.148 1.283 34 800: 86%|████████▌ | 200/233 [00:56<00:08, 3.72it/s] 7/30 5.65G 1.179 1.148 1.283 34 800: 86%|████████▋ | 201/233 [00:56<00:08, 3.64it/s] 7/30 5.65G 1.178 1.146 1.282 28 800: 86%|████████▋ | 201/233 [00:56<00:08, 3.64it/s] 7/30 5.65G 1.178 1.146 1.282 28 800: 87%|████████▋ | 202/233 [00:56<00:08, 3.68it/s] 7/30 5.65G 1.177 1.145 1.281 36 800: 87%|████████▋ | 202/233 [00:56<00:08, 3.68it/s] 7/30 5.65G 1.177 1.145 1.281 36 800: 87%|████████▋ | 203/233 [00:56<00:08, 3.71it/s] 7/30 5.65G 1.178 1.146 1.282 33 800: 87%|████████▋ | 203/233 [00:57<00:08, 3.71it/s] 7/30 5.65G 1.178 1.146 1.282 33 800: 88%|████████▊ | 204/233 [00:57<00:07, 3.71it/s] 7/30 5.65G 1.178 1.145 1.282 43 800: 88%|████████▊ | 204/233 [00:57<00:07, 3.71it/s] 7/30 5.65G 1.178 1.145 1.282 43 800: 88%|████████▊ | 205/233 [00:57<00:07, 3.57it/s] 7/30 5.65G 1.179 1.147 1.283 53 800: 88%|████████▊ | 205/233 [00:57<00:07, 3.57it/s] 7/30 5.65G 1.179 1.147 1.283 53 800: 88%|████████▊ | 206/233 [00:57<00:07, 3.61it/s] 7/30 5.65G 1.179 1.147 1.283 40 800: 88%|████████▊ | 206/233 [00:58<00:07, 3.61it/s] 7/30 5.65G 1.179 1.147 1.283 40 800: 89%|████████▉ | 207/233 [00:58<00:07, 3.67it/s] 7/30 5.65G 1.179 1.147 1.283 43 800: 89%|████████▉ | 207/233 [00:58<00:07, 3.67it/s] 7/30 5.65G 1.179 1.147 1.283 43 800: 89%|████████▉ | 208/233 [00:58<00:06, 3.70it/s] 7/30 5.65G 1.177 1.147 1.282 41 800: 89%|████████▉ | 208/233 [00:58<00:06, 3.70it/s] 7/30 5.65G 1.177 1.147 1.282 41 800: 90%|████████▉ | 209/233 [00:58<00:06, 3.63it/s] 7/30 5.65G 1.176 1.145 1.282 39 800: 90%|████████▉ | 209/233 [00:58<00:06, 3.63it/s] 7/30 5.65G 1.176 1.145 1.282 39 800: 90%|█████████ | 210/233 [00:58<00:06, 3.66it/s] 7/30 5.65G 1.175 1.143 1.281 40 800: 90%|█████████ | 210/233 [00:59<00:06, 3.66it/s] 7/30 5.65G 1.175 1.143 1.281 40 800: 91%|█████████ | 211/233 [00:59<00:06, 3.66it/s] 7/30 5.65G 1.176 1.144 1.28 46 800: 91%|█████████ | 211/233 [00:59<00:06, 3.66it/s] 7/30 5.65G 1.176 1.144 1.28 46 800: 91%|█████████ | 212/233 [00:59<00:05, 3.71it/s] 7/30 5.65G 1.176 1.144 1.281 42 800: 91%|█████████ | 212/233 [00:59<00:05, 3.71it/s] 7/30 5.65G 1.176 1.144 1.281 42 800: 91%|█████████▏| 213/233 [00:59<00:05, 3.63it/s] 7/30 5.65G 1.175 1.144 1.281 34 800: 91%|█████████▏| 213/233 [00:59<00:05, 3.63it/s] 7/30 5.65G 1.175 1.144 1.281 34 800: 92%|█████████▏| 214/233 [00:59<00:05, 3.70it/s] 7/30 5.65G 1.175 1.144 1.281 44 800: 92%|█████████▏| 214/233 [01:00<00:05, 3.70it/s] 7/30 5.65G 1.175 1.144 1.281 44 800: 92%|█████████▏| 215/233 [01:00<00:04, 3.70it/s] 7/30 5.65G 1.175 1.143 1.281 31 800: 92%|█████████▏| 215/233 [01:00<00:04, 3.70it/s] 7/30 5.65G 1.175 1.143 1.281 31 800: 93%|█████████▎| 216/233 [01:00<00:04, 3.68it/s] 7/30 5.65G 1.175 1.145 1.281 47 800: 93%|█████████▎| 216/233 [01:00<00:04, 3.68it/s] 7/30 5.65G 1.175 1.145 1.281 47 800: 93%|█████████▎| 217/233 [01:00<00:04, 3.65it/s] 7/30 5.65G 1.174 1.145 1.28 32 800: 93%|█████████▎| 217/233 [01:01<00:04, 3.65it/s] 7/30 5.65G 1.174 1.145 1.28 32 800: 94%|█████████▎| 218/233 [01:01<00:04, 3.68it/s] 7/30 5.65G 1.174 1.144 1.279 47 800: 94%|█████████▎| 218/233 [01:01<00:04, 3.68it/s] 7/30 5.65G 1.174 1.144 1.279 47 800: 94%|█████████▍| 219/233 [01:01<00:03, 3.69it/s] 7/30 5.65G 1.175 1.145 1.28 53 800: 94%|█████████▍| 219/233 [01:01<00:03, 3.69it/s] 7/30 5.65G 1.175 1.145 1.28 53 800: 94%|█████████▍| 220/233 [01:01<00:03, 3.70it/s] 7/30 5.65G 1.175 1.145 1.281 47 800: 94%|█████████▍| 220/233 [01:01<00:03, 3.70it/s] 7/30 5.65G 1.175 1.145 1.281 47 800: 95%|█████████▍| 221/233 [01:01<00:03, 3.61it/s] 7/30 5.65G 1.176 1.145 1.281 44 800: 95%|█████████▍| 221/233 [01:02<00:03, 3.61it/s] 7/30 5.65G 1.176 1.145 1.281 44 800: 95%|█████████▌| 222/233 [01:02<00:02, 3.67it/s] 7/30 5.65G 1.176 1.145 1.281 43 800: 95%|█████████▌| 222/233 [01:02<00:02, 3.67it/s] 7/30 5.65G 1.176 1.145 1.281 43 800: 96%|█████████▌| 223/233 [01:02<00:02, 3.68it/s] 7/30 5.65G 1.175 1.144 1.28 53 800: 96%|█████████▌| 223/233 [01:02<00:02, 3.68it/s] 7/30 5.65G 1.175 1.144 1.28 53 800: 96%|█████████▌| 224/233 [01:02<00:02, 3.67it/s] 7/30 5.65G 1.176 1.145 1.281 55 800: 96%|█████████▌| 224/233 [01:02<00:02, 3.67it/s] 7/30 5.65G 1.176 1.145 1.281 55 800: 97%|█████████▋| 225/233 [01:02<00:02, 3.63it/s] 7/30 5.65G 1.175 1.145 1.28 35 800: 97%|█████████▋| 225/233 [01:03<00:02, 3.63it/s] 7/30 5.65G 1.175 1.145 1.28 35 800: 97%|█████████▋| 226/233 [01:03<00:01, 3.65it/s] 7/30 5.65G 1.174 1.143 1.28 39 800: 97%|█████████▋| 226/233 [01:03<00:01, 3.65it/s] 7/30 5.65G 1.174 1.143 1.28 39 800: 97%|█████████▋| 227/233 [01:03<00:01, 3.71it/s] 7/30 5.65G 1.174 1.144 1.28 47 800: 97%|█████████▋| 227/233 [01:03<00:01, 3.71it/s] 7/30 5.65G 1.174 1.144 1.28 47 800: 98%|█████████▊| 228/233 [01:03<00:01, 3.76it/s] 7/30 5.65G 1.174 1.143 1.279 42 800: 98%|█████████▊| 228/233 [01:03<00:01, 3.76it/s] 7/30 5.65G 1.174 1.143 1.279 42 800: 98%|█████████▊| 229/233 [01:03<00:01, 3.72it/s] 7/30 5.65G 1.174 1.144 1.28 42 800: 98%|█████████▊| 229/233 [01:04<00:01, 3.72it/s] 7/30 5.65G 1.174 1.144 1.28 42 800: 99%|█████████▊| 230/233 [01:04<00:00, 3.74it/s] 7/30 5.65G 1.174 1.144 1.281 48 800: 99%|█████████▊| 230/233 [01:04<00:00, 3.74it/s] 7/30 5.65G 1.174 1.144 1.281 48 800: 99%|█████████▉| 231/233 [01:04<00:00, 3.79it/s] 7/30 5.65G 1.173 1.143 1.28 45 800: 99%|█████████▉| 231/233 [01:04<00:00, 3.79it/s] 7/30 5.65G 1.173 1.143 1.28 45 800: 100%|█████████▉| 232/233 [01:04<00:00, 3.81it/s] 7/30 6.24G 1.173 1.143 1.28 12 800: 100%|█████████▉| 232/233 [01:04<00:00, 3.81it/s] 7/30 6.24G 1.173 1.143 1.28 12 800: 100%|██████████| 233/233 [01:04<00:00, 4.51it/s] 7/30 6.24G 1.173 1.143 1.28 12 800: 100%|██████████| 233/233 [01:04<00:00, 3.59it/s] Class Images Instances Box(P R mAP50 mAP50-95): 0%| | 0/7 [00:00<?, ?it/s] Class Images Instances Box(P R mAP50 mAP50-95): 14%|█▍ | 1/7 [00:00<00:01, 4.34it/s] Class Images Instances Box(P R mAP50 mAP50-95): 29%|██▊ | 2/7 [00:00<00:01, 4.59it/s] Class Images Instances Box(P R mAP50 mAP50-95): 43%|████▎ | 3/7 [00:00<00:00, 4.67it/s] Class Images Instances Box(P R mAP50 mAP50-95): 57%|█████▋ | 4/7 [00:00<00:00, 4.63it/s] Class Images Instances Box(P R mAP50 mAP50-95): 71%|███████▏ | 5/7 [00:01<00:00, 4.46it/s] Class Images Instances Box(P R mAP50 mAP50-95): 86%|████████▌ | 6/7 [00:01<00:00, 4.28it/s] Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 7/7 [00:01<00:00, 4.82it/s] all 200 249 0.633 0.618 0.6 0.297 Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size 0%| | 0/233 [00:00<?, ?it/s] 8/30 5.6G 1.445 1.464 1.305 54 800: 0%| | 0/233 [00:00<?, ?it/s] 8/30 5.6G 1.445 1.464 1.305 54 800: 0%| | 1/233 [00:00<01:09, 3.34it/s] 8/30 5.62G 1.354 1.392 1.32 56 800: 0%| | 1/233 [00:00<01:09, 3.34it/s] 8/30 5.62G 1.354 1.392 1.32 56 800: 1%| | 2/233 [00:00<01:03, 3.62it/s] 8/30 5.62G 1.232 1.327 1.277 50 800: 1%| | 2/233 [00:00<01:03, 3.62it/s] 8/30 5.62G 1.232 1.327 1.277 50 800: 1%|▏ | 3/233 [00:00<01:01, 3.74it/s] 8/30 5.63G 1.166 1.229 1.234 35 800: 1%|▏ | 3/233 [00:01<01:01, 3.74it/s] 8/30 5.63G 1.166 1.229 1.234 35 800: 2%|▏ | 4/233 [00:01<01:02, 3.66it/s] 8/30 5.63G 1.202 1.207 1.249 44 800: 2%|▏ | 4/233 [00:01<01:02, 3.66it/s] 8/30 5.63G 1.202 1.207 1.249 44 800: 2%|▏ | 5/233 [00:01<01:00, 3.74it/s] 8/30 5.63G 1.182 1.17 1.233 54 800: 2%|▏ | 5/233 [00:01<01:00, 3.74it/s] 8/30 5.63G 1.182 1.17 1.233 54 800: 3%|▎ | 6/233 [00:01<01:00, 3.78it/s] 8/30 5.63G 1.184 1.155 1.225 41 800: 3%|▎ | 6/233 [00:01<01:00, 3.78it/s] 8/30 5.63G 1.184 1.155 1.225 41 800: 3%|▎ | 7/233 [00:01<01:00, 3.75it/s] 8/30 5.63G 1.175 1.144 1.231 39 800: 3%|▎ | 7/233 [00:02<01:00, 3.75it/s] 8/30 5.63G 1.175 1.144 1.231 39 800: 3%|▎ | 8/233 [00:02<01:02, 3.60it/s] 8/30 5.63G 1.15 1.11 1.224 38 800: 3%|▎ | 8/233 [00:02<01:02, 3.60it/s] 8/30 5.63G 1.15 1.11 1.224 38 800: 4%|▍ | 9/233 [00:02<01:00, 3.68it/s] 8/30 5.63G 1.152 1.101 1.238 35 800: 4%|▍ | 9/233 [00:02<01:00, 3.68it/s] 8/30 5.63G 1.152 1.101 1.238 35 800: 4%|▍ | 10/233 [00:02<00:59, 3.72it/s] 8/30 5.63G 1.164 1.118 1.237 47 800: 4%|▍ | 10/233 [00:02<00:59, 3.72it/s] 8/30 5.63G 1.164 1.118 1.237 47 800: 5%|▍ | 11/233 [00:02<00:59, 3.72it/s] 8/30 5.63G 1.178 1.124 1.236 43 800: 5%|▍ | 11/233 [00:03<00:59, 3.72it/s] 8/30 5.63G 1.178 1.124 1.236 43 800: 5%|▌ | 12/233 [00:03<01:00, 3.64it/s] 8/30 5.63G 1.18 1.127 1.242 36 800: 5%|▌ | 12/233 [00:03<01:00, 3.64it/s] 8/30 5.63G 1.18 1.127 1.242 36 800: 6%|▌ | 13/233 [00:03<00:59, 3.70it/s] 8/30 5.63G 1.19 1.119 1.25 46 800: 6%|▌ | 13/233 [00:03<00:59, 3.70it/s] 8/30 5.63G 1.19 1.119 1.25 46 800: 6%|▌ | 14/233 [00:03<00:58, 3.73it/s] 8/30 5.63G 1.185 1.118 1.247 47 800: 6%|▌ | 14/233 [00:04<00:58, 3.73it/s] 8/30 5.63G 1.185 1.118 1.247 47 800: 6%|▋ | 15/233 [00:04<00:58, 3.72it/s] 8/30 5.63G 1.18 1.11 1.245 44 800: 6%|▋ | 15/233 [00:04<00:58, 3.72it/s] 8/30 5.63G 1.18 1.11 1.245 44 800: 7%|▋ | 16/233 [00:04<00:59, 3.67it/s] 8/30 5.63G 1.182 1.112 1.254 36 800: 7%|▋ | 16/233 [00:04<00:59, 3.67it/s] 8/30 5.63G 1.182 1.112 1.254 36 800: 7%|▋ | 17/233 [00:04<00:58, 3.72it/s] 8/30 5.63G 1.167 1.095 1.244 42 800: 7%|▋ | 17/233 [00:04<00:58, 3.72it/s] 8/30 5.63G 1.167 1.095 1.244 42 800: 8%|▊ | 18/233 [00:04<00:57, 3.76it/s] 8/30 5.63G 1.165 1.092 1.246 38 800: 8%|▊ | 18/233 [00:05<00:57, 3.76it/s] 8/30 5.63G 1.165 1.092 1.246 38 800: 8%|▊ | 19/233 [00:05<00:57, 3.75it/s] 8/30 5.63G 1.165 1.09 1.244 40 800: 8%|▊ | 19/233 [00:05<00:57, 3.75it/s] 8/30 5.63G 1.165 1.09 1.244 40 800: 9%|▊ | 20/233 [00:05<00:57, 3.71it/s] 8/30 5.63G 1.168 1.1 1.249 43 800: 9%|▊ | 20/233 [00:05<00:57, 3.71it/s] 8/30 5.63G 1.168 1.1 1.249 43 800: 9%|▉ | 21/233 [00:05<00:56, 3.75it/s] 8/30 5.63G 1.161 1.093 1.248 37 800: 9%|▉ | 21/233 [00:05<00:56, 3.75it/s] 8/30 5.63G 1.161 1.093 1.248 37 800: 9%|▉ | 22/233 [00:05<00:55, 3.78it/s] 8/30 5.63G 1.167 1.101 1.257 60 800: 9%|▉ | 22/233 [00:06<00:55, 3.78it/s] 8/30 5.63G 1.167 1.101 1.257 60 800: 10%|▉ | 23/233 [00:06<00:54, 3.82it/s] 8/30 5.63G 1.167 1.099 1.257 47 800: 10%|▉ | 23/233 [00:06<00:54, 3.82it/s] 8/30 5.63G 1.167 1.099 1.257 47 800: 10%|█ | 24/233 [00:06<00:56, 3.72it/s] 8/30 5.63G 1.171 1.104 1.261 54 800: 10%|█ | 24/233 [00:06<00:56, 3.72it/s] 8/30 5.63G 1.171 1.104 1.261 54 800: 11%|█ | 25/233 [00:06<00:55, 3.78it/s] 8/30 5.63G 1.166 1.101 1.256 33 800: 11%|█ | 25/233 [00:06<00:55, 3.78it/s] 8/30 5.63G 1.166 1.101 1.256 33 800: 11%|█ | 26/233 [00:06<00:54, 3.81it/s] 8/30 5.63G 1.159 1.1 1.254 53 800: 11%|█ | 26/233 [00:07<00:54, 3.81it/s] 8/30 5.63G 1.159 1.1 1.254 53 800: 12%|█▏ | 27/233 [00:07<00:53, 3.82it/s] 8/30 5.63G 1.153 1.095 1.248 39 800: 12%|█▏ | 27/233 [00:07<00:53, 3.82it/s] 8/30 5.63G 1.153 1.095 1.248 39 800: 12%|█▏ | 28/233 [00:07<00:54, 3.74it/s] 8/30 5.63G 1.158 1.097 1.253 40 800: 12%|█▏ | 28/233 [00:07<00:54, 3.74it/s] 8/30 5.63G 1.158 1.097 1.253 40 800: 12%|█▏ | 29/233 [00:07<00:53, 3.79it/s] 8/30 5.63G 1.157 1.1 1.251 38 800: 12%|█▏ | 29/233 [00:08<00:53, 3.79it/s] 8/30 5.63G 1.157 1.1 1.251 38 800: 13%|█▎ | 30/233 [00:08<00:54, 3.75it/s] 8/30 5.63G 1.16 1.1 1.25 42 800: 13%|█▎ | 30/233 [00:08<00:54, 3.75it/s] 8/30 5.63G 1.16 1.1 1.25 42 800: 13%|█▎ | 31/233 [00:08<00:53, 3.77it/s] 8/30 5.63G 1.157 1.098 1.251 52 800: 13%|█▎ | 31/233 [00:08<00:53, 3.77it/s] 8/30 5.63G 1.157 1.098 1.251 52 800: 14%|█▎ | 32/233 [00:08<00:55, 3.64it/s] 8/30 5.63G 1.157 1.102 1.252 44 800: 14%|█▎ | 32/233 [00:08<00:55, 3.64it/s] 8/30 5.63G 1.157 1.102 1.252 44 800: 14%|█▍ | 33/233 [00:08<00:54, 3.68it/s] 8/30 5.63G 1.152 1.099 1.249 45 800: 14%|█▍ | 33/233 [00:09<00:54, 3.68it/s] 8/30 5.63G 1.152 1.099 1.249 45 800: 15%|█▍ | 34/233 [00:09<00:53, 3.71it/s] 8/30 5.63G 1.143 1.093 1.246 46 800: 15%|█▍ | 34/233 [00:09<00:53, 3.71it/s] 8/30 5.63G 1.143 1.093 1.246 46 800: 15%|█▌ | 35/233 [00:09<00:53, 3.73it/s] 8/30 5.63G 1.141 1.09 1.243 35 800: 15%|█▌ | 35/233 [00:09<00:53, 3.73it/s] 8/30 5.63G 1.141 1.09 1.243 35 800: 15%|█▌ | 36/233 [00:09<00:53, 3.66it/s] 8/30 5.63G 1.138 1.087 1.244 36 800: 15%|█▌ | 36/233 [00:09<00:53, 3.66it/s] 8/30 5.63G 1.138 1.087 1.244 36 800: 16%|█▌ | 37/233 [00:09<00:53, 3.67it/s] 8/30 5.63G 1.134 1.087 1.243 32 800: 16%|█▌ | 37/233 [00:10<00:53, 3.67it/s] 8/30 5.63G 1.134 1.087 1.243 32 800: 16%|█▋ | 38/233 [00:10<00:52, 3.73it/s] 8/30 5.63G 1.137 1.089 1.246 47 800: 16%|█▋ | 38/233 [00:10<00:52, 3.73it/s] 8/30 5.63G 1.137 1.089 1.246 47 800: 17%|█▋ | 39/233 [00:10<00:52, 3.73it/s] 8/30 5.63G 1.137 1.089 1.247 49 800: 17%|█▋ | 39/233 [00:10<00:52, 3.73it/s] 8/30 5.63G 1.137 1.089 1.247 49 800: 17%|█▋ | 40/233 [00:10<00:52, 3.65it/s] 8/30 5.63G 1.137 1.093 1.249 43 800: 17%|█▋ | 40/233 [00:11<00:52, 3.65it/s] 8/30 5.63G 1.137 1.093 1.249 43 800: 18%|█▊ | 41/233 [00:11<00:52, 3.69it/s] 8/30 5.63G 1.134 1.091 1.248 54 800: 18%|█▊ | 41/233 [00:11<00:52, 3.69it/s] 8/30 5.63G 1.134 1.091 1.248 54 800: 18%|█▊ | 42/233 [00:11<00:50, 3.76it/s] 8/30 5.63G 1.139 1.102 1.251 77 800: 18%|█▊ | 42/233 [00:11<00:50, 3.76it/s] 8/30 5.63G 1.139 1.102 1.251 77 800: 18%|█▊ | 43/233 [00:11<00:50, 3.79it/s] 8/30 5.63G 1.14 1.104 1.249 38 800: 18%|█▊ | 43/233 [00:11<00:50, 3.79it/s] 8/30 5.63G 1.14 1.104 1.249 38 800: 19%|█▉ | 44/233 [00:11<00:50, 3.71it/s] 8/30 5.63G 1.14 1.101 1.247 40 800: 19%|█▉ | 44/233 [00:12<00:50, 3.71it/s] 8/30 5.63G 1.14 1.101 1.247 40 800: 19%|█▉ | 45/233 [00:12<00:49, 3.76it/s] 8/30 5.63G 1.14 1.101 1.247 38 800: 19%|█▉ | 45/233 [00:12<00:49, 3.76it/s] 8/30 5.63G 1.14 1.101 1.247 38 800: 20%|█▉ | 46/233 [00:12<00:49, 3.75it/s] 8/30 5.63G 1.136 1.099 1.244 46 800: 20%|█▉ | 46/233 [00:12<00:49, 3.75it/s] 8/30 5.63G 1.136 1.099 1.244 46 800: 20%|██ | 47/233 [00:12<00:50, 3.72it/s] 8/30 5.63G 1.134 1.097 1.241 32 800: 20%|██ | 47/233 [00:12<00:50, 3.72it/s] 8/30 5.63G 1.134 1.097 1.241 32 800: 21%|██ | 48/233 [00:12<00:49, 3.71it/s] 8/30 5.63G 1.135 1.097 1.241 40 800: 21%|██ | 48/233 [00:13<00:49, 3.71it/s] 8/30 5.63G 1.135 1.097 1.241 40 800: 21%|██ | 49/233 [00:13<00:48, 3.77it/s] 8/30 5.63G 1.136 1.095 1.242 36 800: 21%|██ | 49/233 [00:13<00:48, 3.77it/s] 8/30 5.63G 1.136 1.095 1.242 36 800: 21%|██▏ | 50/233 [00:13<00:48, 3.77it/s] 8/30 5.63G 1.132 1.092 1.24 38 800: 21%|██▏ | 50/233 [00:13<00:48, 3.77it/s] 8/30 5.63G 1.132 1.092 1.24 38 800: 22%|██▏ | 51/233 [00:13<00:48, 3.78it/s] 8/30 5.63G 1.134 1.092 1.243 55 800: 22%|██▏ | 51/233 [00:13<00:48, 3.78it/s] 8/30 5.63G 1.134 1.092 1.243 55 800: 22%|██▏ | 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25%|██▍ | 58/233 [00:15<00:47, 3.70it/s] 8/30 5.63G 1.131 1.091 1.243 37 800: 25%|██▌ | 59/233 [00:15<00:46, 3.76it/s] 8/30 5.63G 1.13 1.091 1.241 56 800: 25%|██▌ | 59/233 [00:16<00:46, 3.76it/s] 8/30 5.63G 1.13 1.091 1.241 56 800: 26%|██▌ | 60/233 [00:16<00:46, 3.70it/s] 8/30 5.63G 1.129 1.088 1.24 39 800: 26%|██▌ | 60/233 [00:16<00:46, 3.70it/s] 8/30 5.63G 1.129 1.088 1.24 39 800: 26%|██▌ | 61/233 [00:16<00:45, 3.75it/s] 8/30 5.63G 1.129 1.089 1.241 52 800: 26%|██▌ | 61/233 [00:16<00:45, 3.75it/s] 8/30 5.63G 1.129 1.089 1.241 52 800: 27%|██▋ | 62/233 [00:16<00:45, 3.75it/s] 8/30 5.63G 1.132 1.09 1.242 53 800: 27%|██▋ | 62/233 [00:16<00:45, 3.75it/s] 8/30 5.63G 1.132 1.09 1.242 53 800: 27%|██▋ | 63/233 [00:16<00:45, 3.76it/s] 8/30 5.63G 1.127 1.09 1.24 38 800: 27%|██▋ | 63/233 [00:17<00:45, 3.76it/s] 8/30 5.63G 1.127 1.09 1.24 38 800: 27%|██▋ | 64/233 [00:17<00:45, 3.74it/s] 8/30 5.63G 1.125 1.086 1.238 37 800: 27%|██▋ | 64/233 [00:17<00:45, 3.74it/s] 8/30 5.63G 1.125 1.086 1.238 37 800: 28%|██▊ | 65/233 [00:17<00:44, 3.77it/s] 8/30 5.63G 1.125 1.085 1.238 41 800: 28%|██▊ | 65/233 [00:17<00:44, 3.77it/s] 8/30 5.63G 1.125 1.085 1.238 41 800: 28%|██▊ | 66/233 [00:17<00:44, 3.71it/s] 8/30 5.63G 1.123 1.083 1.237 43 800: 28%|██▊ | 66/233 [00:17<00:44, 3.71it/s] 8/30 5.63G 1.123 1.083 1.237 43 800: 29%|██▉ | 67/233 [00:17<00:44, 3.76it/s] 8/30 5.63G 1.124 1.082 1.237 41 800: 29%|██▉ | 67/233 [00:18<00:44, 3.76it/s] 8/30 5.63G 1.124 1.082 1.237 41 800: 29%|██▉ | 68/233 [00:18<00:44, 3.73it/s] 8/30 5.63G 1.122 1.079 1.235 50 800: 29%|██▉ | 68/233 [00:18<00:44, 3.73it/s] 8/30 5.63G 1.122 1.079 1.235 50 800: 30%|██▉ | 69/233 [00:18<00:43, 3.75it/s] 8/30 5.63G 1.125 1.079 1.236 43 800: 30%|██▉ | 69/233 [00:18<00:43, 3.75it/s] 8/30 5.63G 1.125 1.079 1.236 43 800: 30%|███ | 70/233 [00:18<00:43, 3.75it/s] 8/30 5.63G 1.125 1.079 1.237 42 800: 30%|███ | 70/233 [00:19<00:43, 3.75it/s] 8/30 5.63G 1.125 1.079 1.237 42 800: 30%|███ | 71/233 [00:19<00:43, 3.75it/s] 8/30 5.63G 1.125 1.077 1.237 49 800: 30%|███ | 71/233 [00:19<00:43, 3.75it/s] 8/30 5.63G 1.125 1.077 1.237 49 800: 31%|███ | 72/233 [00:19<00:43, 3.68it/s] 8/30 5.63G 1.124 1.076 1.237 38 800: 31%|███ | 72/233 [00:19<00:43, 3.68it/s] 8/30 5.63G 1.124 1.076 1.237 38 800: 31%|███▏ | 73/233 [00:19<00:42, 3.72it/s] 8/30 5.63G 1.124 1.076 1.238 43 800: 31%|███▏ | 73/233 [00:19<00:42, 3.72it/s] 8/30 5.63G 1.124 1.076 1.238 43 800: 32%|███▏ | 74/233 [00:19<00:42, 3.76it/s] 8/30 5.63G 1.126 1.075 1.238 35 800: 32%|███▏ | 74/233 [00:20<00:42, 3.76it/s] 8/30 5.63G 1.126 1.075 1.238 35 800: 32%|███▏ | 75/233 [00:20<00:41, 3.78it/s] 8/30 5.63G 1.124 1.074 1.237 47 800: 32%|███▏ | 75/233 [00:20<00:41, 3.78it/s] 8/30 5.63G 1.124 1.074 1.237 47 800: 33%|███▎ | 76/233 [00:20<00:43, 3.64it/s] 8/30 5.63G 1.125 1.075 1.237 39 800: 33%|███▎ | 76/233 [00:20<00:43, 3.64it/s] 8/30 5.63G 1.125 1.075 1.237 39 800: 33%|███▎ | 77/233 [00:20<00:42, 3.70it/s] 8/30 5.63G 1.126 1.077 1.238 51 800: 33%|███▎ | 77/233 [00:20<00:42, 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36%|███▌ | 84/233 [00:22<00:40, 3.66it/s] 8/30 5.63G 1.126 1.071 1.238 39 800: 36%|███▌ | 84/233 [00:22<00:40, 3.66it/s] 8/30 5.63G 1.126 1.071 1.238 39 800: 36%|███▋ | 85/233 [00:22<00:40, 3.63it/s] 8/30 5.63G 1.128 1.075 1.24 37 800: 36%|███▋ | 85/233 [00:23<00:40, 3.63it/s] 8/30 5.63G 1.128 1.075 1.24 37 800: 37%|███▋ | 86/233 [00:23<00:40, 3.62it/s] 8/30 5.63G 1.127 1.073 1.24 39 800: 37%|███▋ | 86/233 [00:23<00:40, 3.62it/s] 8/30 5.63G 1.127 1.073 1.24 39 800: 37%|███▋ | 87/233 [00:23<00:39, 3.68it/s] 8/30 5.63G 1.127 1.071 1.239 41 800: 37%|███▋ | 87/233 [00:23<00:39, 3.68it/s] 8/30 5.63G 1.127 1.071 1.239 41 800: 38%|███▊ | 88/233 [00:23<00:39, 3.64it/s] 8/30 5.63G 1.126 1.07 1.239 36 800: 38%|███▊ | 88/233 [00:23<00:39, 3.64it/s] 8/30 5.63G 1.126 1.07 1.239 36 800: 38%|███▊ | 89/233 [00:23<00:39, 3.64it/s] 8/30 5.63G 1.125 1.07 1.239 44 800: 38%|███▊ | 89/233 [00:24<00:39, 3.64it/s] 8/30 5.63G 1.125 1.07 1.239 44 800: 39%|███▊ | 90/233 [00:24<00:39, 3.61it/s] 8/30 5.63G 1.126 1.074 1.24 60 800: 39%|███▊ | 90/233 [00:24<00:39, 3.61it/s] 8/30 5.63G 1.126 1.074 1.24 60 800: 39%|███▉ | 91/233 [00:24<00:38, 3.64it/s] 8/30 5.63G 1.126 1.072 1.24 46 800: 39%|███▉ | 91/233 [00:24<00:38, 3.64it/s] 8/30 5.63G 1.126 1.072 1.24 46 800: 39%|███▉ | 92/233 [00:24<00:38, 3.65it/s] 8/30 5.63G 1.125 1.07 1.239 40 800: 39%|███▉ | 92/233 [00:25<00:38, 3.65it/s] 8/30 5.63G 1.125 1.07 1.239 40 800: 40%|███▉ | 93/233 [00:25<00:37, 3.73it/s] 8/30 5.63G 1.124 1.071 1.239 53 800: 40%|███▉ | 93/233 [00:25<00:37, 3.73it/s] 8/30 5.63G 1.124 1.071 1.239 53 800: 40%|████ | 94/233 [00:25<00:37, 3.75it/s] 8/30 5.63G 1.122 1.068 1.237 32 800: 40%|████ | 94/233 [00:25<00:37, 3.75it/s] 8/30 5.63G 1.122 1.068 1.237 32 800: 41%|████ | 95/233 [00:25<00:36, 3.80it/s] 8/30 5.63G 1.121 1.068 1.237 44 800: 41%|████ | 95/233 [00:25<00:36, 3.80it/s] 8/30 5.63G 1.121 1.068 1.237 44 800: 41%|████ | 96/233 [00:25<00:36, 3.72it/s] 8/30 5.63G 1.119 1.068 1.237 51 800: 41%|████ | 96/233 [00:26<00:36, 3.72it/s] 8/30 5.63G 1.119 1.068 1.237 51 800: 42%|████▏ | 97/233 [00:26<00:36, 3.74it/s] 8/30 5.63G 1.122 1.069 1.239 49 800: 42%|████▏ | 97/233 [00:26<00:36, 3.74it/s] 8/30 5.63G 1.122 1.069 1.239 49 800: 42%|████▏ | 98/233 [00:26<00:36, 3.74it/s] 8/30 5.63G 1.119 1.066 1.237 29 800: 42%|████▏ | 98/233 [00:26<00:36, 3.74it/s] 8/30 5.63G 1.119 1.066 1.237 29 800: 42%|████▏ | 99/233 [00:26<00:35, 3.75it/s] 8/30 5.63G 1.119 1.067 1.238 39 800: 42%|████▏ | 99/233 [00:26<00:35, 3.75it/s] 8/30 5.63G 1.119 1.067 1.238 39 800: 43%|████▎ | 100/233 [00:26<00:36, 3.65it/s] 8/30 5.63G 1.117 1.064 1.237 45 800: 43%|████▎ | 100/233 [00:27<00:36, 3.65it/s] 8/30 5.63G 1.117 1.064 1.237 45 800: 43%|████▎ | 101/233 [00:27<00:35, 3.72it/s] 8/30 5.63G 1.117 1.064 1.237 37 800: 43%|████▎ | 101/233 [00:27<00:35, 3.72it/s] 8/30 5.63G 1.117 1.064 1.237 37 800: 44%|████▍ | 102/233 [00:27<00:34, 3.75it/s] 8/30 5.63G 1.117 1.066 1.238 40 800: 44%|████▍ | 102/233 [00:27<00:34, 3.75it/s] 8/30 5.63G 1.117 1.066 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1.084 1.247 44 800: 68%|██████▊ | 158/233 [00:42<00:19, 3.77it/s] 8/30 5.63G 1.126 1.082 1.247 42 800: 68%|██████▊ | 158/233 [00:42<00:19, 3.77it/s] 8/30 5.63G 1.126 1.082 1.247 42 800: 68%|██████▊ | 159/233 [00:42<00:19, 3.80it/s] 8/30 5.63G 1.126 1.08 1.246 38 800: 68%|██████▊ | 159/233 [00:43<00:19, 3.80it/s] 8/30 5.63G 1.126 1.08 1.246 38 800: 69%|██████▊ | 160/233 [00:43<00:19, 3.75it/s] 8/30 5.63G 1.127 1.081 1.246 64 800: 69%|██████▊ | 160/233 [00:43<00:19, 3.75it/s] 8/30 5.63G 1.127 1.081 1.246 64 800: 69%|██████▉ | 161/233 [00:43<00:19, 3.79it/s] 8/30 5.63G 1.126 1.081 1.246 52 800: 69%|██████▉ | 161/233 [00:43<00:19, 3.79it/s] 8/30 5.63G 1.126 1.081 1.246 52 800: 70%|██████▉ | 162/233 [00:43<00:19, 3.70it/s] 8/30 5.63G 1.127 1.081 1.245 44 800: 70%|██████▉ | 162/233 [00:43<00:19, 3.70it/s] 8/30 5.63G 1.127 1.081 1.245 44 800: 70%|██████▉ | 163/233 [00:43<00:18, 3.72it/s] 8/30 5.63G 1.127 1.083 1.246 48 800: 70%|██████▉ | 163/233 [00:44<00:18, 3.72it/s] 8/30 5.63G 1.127 1.083 1.246 48 800: 70%|███████ | 164/233 [00:44<00:19, 3.59it/s] 8/30 5.63G 1.129 1.085 1.246 56 800: 70%|███████ | 164/233 [00:44<00:19, 3.59it/s] 8/30 5.63G 1.129 1.085 1.246 56 800: 71%|███████ | 165/233 [00:44<00:18, 3.59it/s] 8/30 5.63G 1.129 1.086 1.247 44 800: 71%|███████ | 165/233 [00:44<00:18, 3.59it/s] 8/30 5.63G 1.129 1.086 1.247 44 800: 71%|███████ | 166/233 [00:44<00:18, 3.59it/s] 8/30 5.63G 1.129 1.087 1.246 42 800: 71%|███████ | 166/233 [00:44<00:18, 3.59it/s] 8/30 5.63G 1.129 1.087 1.246 42 800: 72%|███████▏ | 167/233 [00:44<00:18, 3.65it/s] 8/30 5.63G 1.13 1.089 1.248 40 800: 72%|███████▏ | 167/233 [00:45<00:18, 3.65it/s] 8/30 5.63G 1.13 1.089 1.248 40 800: 72%|███████▏ | 168/233 [00:45<00:17, 3.62it/s] 8/30 5.63G 1.13 1.09 1.248 44 800: 72%|███████▏ | 168/233 [00:45<00:17, 3.62it/s] 8/30 5.63G 1.13 1.09 1.248 44 800: 73%|███████▎ | 169/233 [00:45<00:17, 3.71it/s] 8/30 5.63G 1.132 1.091 1.249 41 800: 73%|███████▎ | 169/233 [00:45<00:17, 3.71it/s] 8/30 5.63G 1.132 1.091 1.249 41 800: 73%|███████▎ | 170/233 [00:45<00:17, 3.68it/s] 8/30 5.63G 1.132 1.091 1.249 45 800: 73%|███████▎ | 170/233 [00:46<00:17, 3.68it/s] 8/30 5.63G 1.132 1.091 1.249 45 800: 73%|███████▎ | 171/233 [00:46<00:16, 3.65it/s] 8/30 5.63G 1.133 1.092 1.249 45 800: 73%|███████▎ | 171/233 [00:46<00:16, 3.65it/s] 8/30 5.63G 1.133 1.092 1.249 45 800: 74%|███████▍ | 172/233 [00:46<00:16, 3.60it/s] 8/30 5.63G 1.133 1.094 1.25 54 800: 74%|███████▍ | 172/233 [00:46<00:16, 3.60it/s] 8/30 5.63G 1.133 1.094 1.25 54 800: 74%|███████▍ | 173/233 [00:46<00:16, 3.59it/s] 8/30 5.63G 1.133 1.094 1.25 42 800: 74%|███████▍ | 173/233 [00:46<00:16, 3.59it/s] 8/30 5.63G 1.133 1.094 1.25 42 800: 75%|███████▍ | 174/233 [00:46<00:16, 3.64it/s] 8/30 5.63G 1.133 1.094 1.25 39 800: 75%|███████▍ | 174/233 [00:47<00:16, 3.64it/s] 8/30 5.63G 1.133 1.094 1.25 39 800: 75%|███████▌ | 175/233 [00:47<00:16, 3.56it/s] 8/30 5.63G 1.132 1.093 1.248 36 800: 75%|███████▌ | 175/233 [00:47<00:16, 3.56it/s] 8/30 5.63G 1.132 1.093 1.248 36 800: 76%|███████▌ | 176/233 [00:47<00:15, 3.57it/s] 8/30 5.63G 1.131 1.091 1.248 38 800: 76%|███████▌ | 176/233 [00:47<00:15, 3.57it/s] 8/30 5.63G 1.131 1.091 1.248 38 800: 76%|███████▌ | 177/233 [00:47<00:15, 3.66it/s] 8/30 5.63G 1.131 1.092 1.249 45 800: 76%|███████▌ | 177/233 [00:47<00:15, 3.66it/s] 8/30 5.63G 1.131 1.092 1.249 45 800: 76%|███████▋ | 178/233 [00:47<00:15, 3.65it/s] 8/30 5.63G 1.13 1.092 1.249 42 800: 76%|███████▋ | 178/233 [00:48<00:15, 3.65it/s] 8/30 5.63G 1.13 1.092 1.249 42 800: 77%|███████▋ | 179/233 [00:48<00:15, 3.59it/s] 8/30 5.63G 1.129 1.092 1.248 38 800: 77%|███████▋ | 179/233 [00:48<00:15, 3.59it/s] 8/30 5.63G 1.129 1.092 1.248 38 800: 77%|███████▋ | 180/233 [00:48<00:15, 3.50it/s] 8/30 5.63G 1.129 1.091 1.247 29 800: 77%|███████▋ | 180/233 [00:48<00:15, 3.50it/s] 8/30 5.63G 1.129 1.091 1.247 29 800: 78%|███████▊ | 181/233 [00:48<00:14, 3.56it/s] 8/30 5.63G 1.128 1.09 1.247 39 800: 78%|███████▊ | 181/233 [00:49<00:14, 3.56it/s] 8/30 5.63G 1.128 1.09 1.247 39 800: 78%|███████▊ | 182/233 [00:49<00:14, 3.53it/s] 8/30 5.63G 1.129 1.091 1.247 50 800: 78%|███████▊ | 182/233 [00:49<00:14, 3.53it/s] 8/30 5.63G 1.129 1.091 1.247 50 800: 79%|███████▊ | 183/233 [00:49<00:14, 3.49it/s] 8/30 5.63G 1.129 1.091 1.247 39 800: 79%|███████▊ | 183/233 [00:49<00:14, 3.49it/s] 8/30 5.63G 1.129 1.091 1.247 39 800: 79%|███████▉ | 184/233 [00:49<00:14, 3.40it/s] 8/30 5.63G 1.128 1.09 1.247 43 800: 79%|███████▉ | 184/233 [00:50<00:14, 3.40it/s] 8/30 5.63G 1.128 1.09 1.247 43 800: 79%|███████▉ | 185/233 [00:50<00:13, 3.45it/s] 8/30 5.63G 1.128 1.09 1.247 44 800: 79%|███████▉ | 185/233 [00:50<00:13, 3.45it/s] 8/30 5.63G 1.128 1.09 1.247 44 800: 80%|███████▉ | 186/233 [00:50<00:13, 3.50it/s] 8/30 5.63G 1.128 1.09 1.247 48 800: 80%|███████▉ | 186/233 [00:50<00:13, 3.50it/s] 8/30 5.63G 1.128 1.09 1.247 48 800: 80%|████████ | 187/233 [00:50<00:12, 3.61it/s] 8/30 5.63G 1.128 1.091 1.247 59 800: 80%|████████ | 187/233 [00:50<00:12, 3.61it/s] 8/30 5.63G 1.128 1.091 1.247 59 800: 81%|████████ | 188/233 [00:50<00:12, 3.62it/s] 8/30 5.63G 1.128 1.091 1.247 42 800: 81%|████████ | 188/233 [00:51<00:12, 3.62it/s] 8/30 5.63G 1.128 1.091 1.247 42 800: 81%|████████ | 189/233 [00:51<00:11, 3.69it/s] 8/30 5.63G 1.128 1.09 1.246 38 800: 81%|████████ | 189/233 [00:51<00:11, 3.69it/s] 8/30 5.63G 1.128 1.09 1.246 38 800: 82%|████████▏ | 190/233 [00:51<00:11, 3.64it/s] 8/30 5.63G 1.128 1.09 1.246 42 800: 82%|████████▏ | 190/233 [00:51<00:11, 3.64it/s] 8/30 5.63G 1.128 1.09 1.246 42 800: 82%|████████▏ | 191/233 [00:51<00:11, 3.73it/s] 8/30 5.63G 1.128 1.09 1.246 33 800: 82%|████████▏ | 191/233 [00:51<00:11, 3.73it/s] 8/30 5.63G 1.128 1.09 1.246 33 800: 82%|████████▏ | 192/233 [00:51<00:11, 3.71it/s] 8/30 5.63G 1.127 1.089 1.245 48 800: 82%|████████▏ | 192/233 [00:52<00:11, 3.71it/s] 8/30 5.63G 1.127 1.089 1.245 48 800: 83%|████████▎ | 193/233 [00:52<00:10, 3.67it/s] 8/30 5.63G 1.126 1.089 1.245 38 800: 83%|████████▎ | 193/233 [00:52<00:10, 3.67it/s] 8/30 5.63G 1.126 1.089 1.245 38 800: 83%|████████▎ | 194/233 [00:52<00:10, 3.71it/s] 8/30 5.63G 1.126 1.089 1.245 37 800: 83%|████████▎ | 194/233 [00:52<00:10, 3.71it/s] 8/30 5.63G 1.126 1.089 1.245 37 800: 84%|████████▎ | 195/233 [00:52<00:10, 3.77it/s] 8/30 5.63G 1.125 1.088 1.244 44 800: 84%|████████▎ | 195/233 [00:52<00:10, 3.77it/s] 8/30 5.63G 1.125 1.088 1.244 44 800: 84%|████████▍ | 196/233 [00:52<00:09, 3.70it/s] 8/30 5.63G 1.124 1.088 1.243 31 800: 84%|████████▍ | 196/233 [00:53<00:09, 3.70it/s] 8/30 5.63G 1.124 1.088 1.243 31 800: 85%|████████▍ | 197/233 [00:53<00:09, 3.74it/s] 8/30 5.63G 1.123 1.087 1.243 49 800: 85%|████████▍ | 197/233 [00:53<00:09, 3.74it/s] 8/30 5.63G 1.123 1.087 1.243 49 800: 85%|████████▍ | 198/233 [00:53<00:09, 3.76it/s] 8/30 5.63G 1.123 1.087 1.243 35 800: 85%|████████▍ | 198/233 [00:53<00:09, 3.76it/s] 8/30 5.63G 1.123 1.087 1.243 35 800: 85%|████████▌ | 199/233 [00:53<00:08, 3.78it/s] 8/30 5.63G 1.123 1.087 1.243 49 800: 85%|████████▌ | 199/233 [00:54<00:08, 3.78it/s] 8/30 5.63G 1.123 1.087 1.243 49 800: 86%|████████▌ | 200/233 [00:54<00:08, 3.74it/s] 8/30 5.63G 1.122 1.086 1.243 42 800: 86%|████████▌ | 200/233 [00:54<00:08, 3.74it/s] 8/30 5.63G 1.122 1.086 1.243 42 800: 86%|████████▋ | 201/233 [00:54<00:08, 3.79it/s] 8/30 5.63G 1.123 1.086 1.243 42 800: 86%|████████▋ | 201/233 [00:54<00:08, 3.79it/s] 8/30 5.63G 1.123 1.086 1.243 42 800: 87%|████████▋ | 202/233 [00:54<00:08, 3.76it/s] 8/30 5.63G 1.123 1.086 1.243 40 800: 87%|████████▋ | 202/233 [00:54<00:08, 3.76it/s] 8/30 5.63G 1.123 1.086 1.243 40 800: 87%|████████▋ | 203/233 [00:54<00:07, 3.80it/s] 8/30 5.63G 1.123 1.086 1.244 38 800: 87%|████████▋ | 203/233 [00:55<00:07, 3.80it/s] 8/30 5.63G 1.123 1.086 1.244 38 800: 88%|████████▊ | 204/233 [00:55<00:07, 3.75it/s] 8/30 5.63G 1.123 1.085 1.244 53 800: 88%|████████▊ | 204/233 [00:55<00:07, 3.75it/s] 8/30 5.63G 1.123 1.085 1.244 53 800: 88%|████████▊ | 205/233 [00:55<00:07, 3.79it/s] 8/30 5.63G 1.123 1.085 1.243 40 800: 88%|████████▊ | 205/233 [00:55<00:07, 3.79it/s] 8/30 5.63G 1.123 1.085 1.243 40 800: 88%|████████▊ | 206/233 [00:55<00:07, 3.82it/s] 8/30 5.63G 1.122 1.085 1.243 42 800: 88%|████████▊ | 206/233 [00:55<00:07, 3.82it/s] 8/30 5.63G 1.122 1.085 1.243 42 800: 89%|████████▉ | 207/233 [00:55<00:06, 3.84it/s] 8/30 5.63G 1.122 1.084 1.243 44 800: 89%|████████▉ | 207/233 [00:56<00:06, 3.84it/s] 8/30 5.63G 1.122 1.084 1.243 44 800: 89%|████████▉ | 208/233 [00:56<00:06, 3.78it/s] 8/30 5.63G 1.122 1.084 1.242 47 800: 89%|████████▉ | 208/233 [00:56<00:06, 3.78it/s] 8/30 5.63G 1.122 1.084 1.242 47 800: 90%|████████▉ | 209/233 [00:56<00:06, 3.81it/s] 8/30 5.63G 1.122 1.084 1.242 45 800: 90%|████████▉ | 209/233 [00:56<00:06, 3.81it/s] 8/30 5.63G 1.122 1.084 1.242 45 800: 90%|█████████ | 210/233 [00:56<00:05, 3.84it/s] 8/30 5.63G 1.122 1.084 1.242 36 800: 90%|█████████ | 210/233 [00:56<00:05, 3.84it/s] 8/30 5.63G 1.122 1.084 1.242 36 800: 91%|█████████ | 211/233 [00:56<00:05, 3.74it/s] 8/30 5.63G 1.122 1.083 1.242 47 800: 91%|█████████ | 211/233 [00:57<00:05, 3.74it/s] 8/30 5.63G 1.122 1.083 1.242 47 800: 91%|█████████ | 212/233 [00:57<00:05, 3.53it/s] 8/30 5.63G 1.122 1.083 1.242 51 800: 91%|█████████ | 212/233 [00:57<00:05, 3.53it/s] 8/30 5.63G 1.122 1.083 1.242 51 800: 91%|█████████▏| 213/233 [00:57<00:05, 3.58it/s] 8/30 5.63G 1.123 1.084 1.242 41 800: 91%|█████████▏| 213/233 [00:57<00:05, 3.58it/s] 8/30 5.63G 1.123 1.084 1.242 41 800: 92%|█████████▏| 214/233 [00:57<00:05, 3.62it/s] 8/30 5.63G 1.122 1.083 1.241 41 800: 92%|█████████▏| 214/233 [00:58<00:05, 3.62it/s] 8/30 5.63G 1.122 1.083 1.241 41 800: 92%|█████████▏| 215/233 [00:58<00:04, 3.62it/s] 8/30 5.63G 1.123 1.083 1.242 47 800: 92%|█████████▏| 215/233 [00:58<00:04, 3.62it/s] 8/30 5.63G 1.123 1.083 1.242 47 800: 93%|█████████▎| 216/233 [00:58<00:04, 3.63it/s] 8/30 5.63G 1.123 1.083 1.242 37 800: 93%|█████████▎| 216/233 [00:58<00:04, 3.63it/s] 8/30 5.63G 1.123 1.083 1.242 37 800: 93%|█████████▎| 217/233 [00:58<00:04, 3.65it/s] 8/30 5.63G 1.124 1.084 1.242 35 800: 93%|█████████▎| 217/233 [00:58<00:04, 3.65it/s] 8/30 5.63G 1.124 1.084 1.242 35 800: 94%|█████████▎| 218/233 [00:58<00:04, 3.72it/s] 8/30 5.63G 1.124 1.083 1.242 36 800: 94%|█████████▎| 218/233 [00:59<00:04, 3.72it/s] 8/30 5.63G 1.124 1.083 1.242 36 800: 94%|█████████▍| 219/233 [00:59<00:03, 3.78it/s] 8/30 5.63G 1.124 1.084 1.242 53 800: 94%|█████████▍| 219/233 [00:59<00:03, 3.78it/s] 8/30 5.63G 1.124 1.084 1.242 53 800: 94%|█████████▍| 220/233 [00:59<00:03, 3.75it/s] 8/30 5.63G 1.125 1.085 1.243 51 800: 94%|█████████▍| 220/233 [00:59<00:03, 3.75it/s] 8/30 5.63G 1.125 1.085 1.243 51 800: 95%|█████████▍| 221/233 [00:59<00:03, 3.64it/s] 8/30 5.63G 1.125 1.085 1.243 43 800: 95%|█████████▍| 221/233 [00:59<00:03, 3.64it/s] 8/30 5.63G 1.125 1.085 1.243 43 800: 95%|█████████▌| 222/233 [00:59<00:02, 3.68it/s] 8/30 5.63G 1.124 1.084 1.243 35 800: 95%|█████████▌| 222/233 [01:00<00:02, 3.68it/s] 8/30 5.63G 1.124 1.084 1.243 35 800: 96%|█████████▌| 223/233 [01:00<00:02, 3.75it/s] 8/30 5.63G 1.124 1.084 1.243 41 800: 96%|█████████▌| 223/233 [01:00<00:02, 3.75it/s] 8/30 5.63G 1.124 1.084 1.243 41 800: 96%|█████████▌| 224/233 [01:00<00:02, 3.72it/s] 8/30 5.63G 1.123 1.084 1.242 40 800: 96%|█████████▌| 224/233 [01:00<00:02, 3.72it/s] 8/30 5.63G 1.123 1.084 1.242 40 800: 97%|█████████▋| 225/233 [01:00<00:02, 3.78it/s] 8/30 5.63G 1.125 1.086 1.243 53 800: 97%|█████████▋| 225/233 [01:01<00:02, 3.78it/s] 8/30 5.63G 1.125 1.086 1.243 53 800: 97%|█████████▋| 226/233 [01:01<00:01, 3.81it/s] 8/30 5.63G 1.125 1.085 1.243 48 800: 97%|█████████▋| 226/233 [01:01<00:01, 3.81it/s] 8/30 5.63G 1.125 1.085 1.243 48 800: 97%|█████████▋| 227/233 [01:01<00:01, 3.83it/s] 8/30 5.63G 1.126 1.086 1.243 58 800: 97%|█████████▋| 227/233 [01:01<00:01, 3.83it/s] 8/30 5.63G 1.126 1.086 1.243 58 800: 98%|█████████▊| 228/233 [01:01<00:01, 3.77it/s] 8/30 5.63G 1.126 1.085 1.242 37 800: 98%|█████████▊| 228/233 [01:01<00:01, 3.77it/s] 8/30 5.63G 1.126 1.085 1.242 37 800: 98%|█████████▊| 229/233 [01:01<00:01, 3.81it/s] 8/30 5.63G 1.126 1.085 1.243 48 800: 98%|█████████▊| 229/233 [01:02<00:01, 3.81it/s] 8/30 5.63G 1.126 1.085 1.243 48 800: 99%|█████████▊| 230/233 [01:02<00:00, 3.85it/s] 8/30 5.63G 1.126 1.085 1.243 32 800: 99%|█████████▊| 230/233 [01:02<00:00, 3.85it/s] 8/30 5.63G 1.126 1.085 1.243 32 800: 99%|█████████▉| 231/233 [01:02<00:00, 3.86it/s] 8/30 5.63G 1.125 1.085 1.242 34 800: 99%|█████████▉| 231/233 [01:02<00:00, 3.86it/s] 8/30 5.63G 1.125 1.085 1.242 34 800: 100%|█████████▉| 232/233 [01:02<00:00, 3.81it/s] 8/30 6.22G 1.124 1.084 1.241 15 800: 100%|█████████▉| 232/233 [01:02<00:00, 3.81it/s] 8/30 6.22G 1.124 1.084 1.241 15 800: 100%|██████████| 233/233 [01:02<00:00, 3.72it/s] Class Images Instances Box(P R mAP50 mAP50-95): 0%| | 0/7 [00:00<?, ?it/s] Class Images Instances Box(P R mAP50 mAP50-95): 14%|█▍ | 1/7 [00:00<00:01, 4.50it/s] Class Images Instances Box(P R mAP50 mAP50-95): 29%|██▊ | 2/7 [00:00<00:01, 4.67it/s] Class Images Instances Box(P R mAP50 mAP50-95): 43%|████▎ | 3/7 [00:00<00:00, 4.73it/s] Class Images Instances Box(P R mAP50 mAP50-95): 57%|█████▋ | 4/7 [00:00<00:00, 4.79it/s] Class Images Instances Box(P R mAP50 mAP50-95): 71%|███████▏ | 5/7 [00:01<00:00, 4.79it/s] Class Images Instances Box(P R mAP50 mAP50-95): 86%|████████▌ | 6/7 [00:01<00:00, 4.80it/s] Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 7/7 [00:01<00:00, 5.29it/s] all 200 249 0.643 0.643 0.636 0.34 Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size 0%| | 0/233 [00:00<?, ?it/s] 9/30 5.61G 0.9791 0.8976 1.16 47 800: 0%| | 0/233 [00:00<?, ?it/s] 9/30 5.61G 0.9791 0.8976 1.16 47 800: 0%| | 1/233 [00:00<01:07, 3.46it/s] 9/30 5.62G 1.009 0.9322 1.164 39 800: 0%| | 1/233 [00:00<01:07, 3.46it/s] 9/30 5.62G 1.009 0.9322 1.164 39 800: 1%| | 2/233 [00:00<01:01, 3.73it/s] 9/30 5.63G 1.07 1.047 1.186 48 800: 1%| | 2/233 [00:00<01:01, 3.73it/s] 9/30 5.63G 1.07 1.047 1.186 48 800: 1%|▏ | 3/233 [00:00<01:02, 3.69it/s] 9/30 5.63G 1.059 1.003 1.195 37 800: 1%|▏ | 3/233 [00:01<01:02, 3.69it/s] 9/30 5.63G 1.059 1.003 1.195 37 800: 2%|▏ | 4/233 [00:01<01:00, 3.77it/s] 9/30 5.63G 1.087 1.026 1.207 48 800: 2%|▏ | 4/233 [00:01<01:00, 3.77it/s] 9/30 5.63G 1.087 1.026 1.207 48 800: 2%|▏ | 5/233 [00:01<00:59, 3.83it/s] 9/30 5.63G 1.086 1.032 1.205 48 800: 2%|▏ | 5/233 [00:01<00:59, 3.83it/s] 9/30 5.63G 1.086 1.032 1.205 48 800: 3%|▎ | 6/233 [00:01<00:58, 3.87it/s] 9/30 5.63G 1.134 1.095 1.226 73 800: 3%|▎ | 6/233 [00:01<00:58, 3.87it/s] 9/30 5.63G 1.134 1.095 1.226 73 800: 3%|▎ | 7/233 [00:01<00:59, 3.80it/s] 9/30 5.63G 1.109 1.088 1.22 41 800: 3%|▎ | 7/233 [00:02<00:59, 3.80it/s] 9/30 5.63G 1.109 1.088 1.22 41 800: 3%|▎ | 8/233 [00:02<00:58, 3.85it/s] 9/30 5.63G 1.088 1.054 1.205 41 800: 3%|▎ | 8/233 [00:02<00:58, 3.85it/s] 9/30 5.63G 1.088 1.054 1.205 41 800: 4%|▍ | 9/233 [00:02<00:58, 3.86it/s] 9/30 5.63G 1.105 1.058 1.217 49 800: 4%|▍ | 9/233 [00:02<00:58, 3.86it/s] 9/30 5.63G 1.105 1.058 1.217 49 800: 4%|▍ | 10/233 [00:02<00:57, 3.86it/s] 9/30 5.63G 1.094 1.051 1.215 43 800: 4%|▍ | 10/233 [00:02<00:57, 3.86it/s] 9/30 5.63G 1.094 1.051 1.215 43 800: 5%|▍ | 11/233 [00:02<00:58, 3.79it/s] 9/30 5.63G 1.081 1.048 1.212 38 800: 5%|▍ | 11/233 [00:03<00:58, 3.79it/s] 9/30 5.63G 1.081 1.048 1.212 38 800: 5%|▌ | 12/233 [00:03<00:57, 3.84it/s] 9/30 5.63G 1.081 1.052 1.213 58 800: 5%|▌ | 12/233 [00:03<00:57, 3.84it/s] 9/30 5.63G 1.081 1.052 1.213 58 800: 6%|▌ | 13/233 [00:03<00:57, 3.84it/s] 9/30 5.63G 1.071 1.036 1.211 38 800: 6%|▌ | 13/233 [00:03<00:57, 3.84it/s] 9/30 5.63G 1.071 1.036 1.211 38 800: 6%|▌ | 14/233 [00:03<00:56, 3.84it/s] 9/30 5.63G 1.102 1.069 1.239 63 800: 6%|▌ | 14/233 [00:03<00:56, 3.84it/s] 9/30 5.63G 1.102 1.069 1.239 63 800: 6%|▋ | 15/233 [00:03<00:59, 3.66it/s] 9/30 5.63G 1.111 1.078 1.242 46 800: 6%|▋ | 15/233 [00:04<00:59, 3.66it/s] 9/30 5.63G 1.111 1.078 1.242 46 800: 7%|▋ | 16/233 [00:04<00:58, 3.73it/s] 9/30 5.63G 1.119 1.075 1.243 43 800: 7%|▋ | 16/233 [00:04<00:58, 3.73it/s] 9/30 5.63G 1.119 1.075 1.243 43 800: 7%|▋ | 17/233 [00:04<00:57, 3.79it/s] 9/30 5.63G 1.115 1.074 1.244 38 800: 7%|▋ | 17/233 [00:04<00:57, 3.79it/s] 9/30 5.63G 1.115 1.074 1.244 38 800: 8%|▊ | 18/233 [00:04<00:56, 3.82it/s] 9/30 5.63G 1.115 1.076 1.243 36 800: 8%|▊ | 18/233 [00:05<00:56, 3.82it/s] 9/30 5.63G 1.115 1.076 1.243 36 800: 8%|▊ | 19/233 [00:05<00:56, 3.76it/s] 9/30 5.63G 1.115 1.073 1.246 37 800: 8%|▊ | 19/233 [00:05<00:56, 3.76it/s] 9/30 5.63G 1.115 1.073 1.246 37 800: 9%|▊ | 20/233 [00:05<00:55, 3.82it/s] 9/30 5.63G 1.11 1.079 1.243 45 800: 9%|▊ | 20/233 [00:05<00:55, 3.82it/s] 9/30 5.63G 1.11 1.079 1.243 45 800: 9%|▉ | 21/233 [00:05<00:55, 3.85it/s] 9/30 5.63G 1.113 1.079 1.244 44 800: 9%|▉ | 21/233 [00:05<00:55, 3.85it/s] 9/30 5.63G 1.113 1.079 1.244 44 800: 9%|▉ | 22/233 [00:05<00:54, 3.87it/s] 9/30 5.63G 1.126 1.093 1.25 45 800: 9%|▉ | 22/233 [00:06<00:54, 3.87it/s] 9/30 5.63G 1.126 1.093 1.25 45 800: 10%|▉ | 23/233 [00:06<00:55, 3.79it/s] 9/30 5.63G 1.123 1.1 1.248 48 800: 10%|▉ | 23/233 [00:06<00:55, 3.79it/s] 9/30 5.63G 1.123 1.1 1.248 48 800: 10%|█ | 24/233 [00:06<00:54, 3.83it/s] 9/30 5.63G 1.127 1.094 1.251 33 800: 10%|█ | 24/233 [00:06<00:54, 3.83it/s] 9/30 5.63G 1.127 1.094 1.251 33 800: 11%|█ | 25/233 [00:06<00:53, 3.86it/s] 9/30 5.63G 1.126 1.094 1.25 33 800: 11%|█ | 25/233 [00:06<00:53, 3.86it/s] 9/30 5.63G 1.126 1.094 1.25 33 800: 11%|█ | 26/233 [00:06<00:53, 3.88it/s] 9/30 5.63G 1.124 1.096 1.252 45 800: 11%|█ | 26/233 [00:07<00:53, 3.88it/s] 9/30 5.63G 1.124 1.096 1.252 45 800: 12%|█▏ | 27/233 [00:07<00:53, 3.82it/s] 9/30 5.63G 1.113 1.084 1.245 42 800: 12%|█▏ | 27/233 [00:07<00:53, 3.82it/s] 9/30 5.63G 1.113 1.084 1.245 42 800: 12%|█▏ | 28/233 [00:07<00:53, 3.86it/s] 9/30 5.63G 1.116 1.083 1.245 48 800: 12%|█▏ | 28/233 [00:07<00:53, 3.86it/s] 9/30 5.63G 1.116 1.083 1.245 48 800: 12%|█▏ | 29/233 [00:07<00:52, 3.87it/s] 9/30 5.63G 1.117 1.08 1.245 42 800: 12%|█▏ | 29/233 [00:07<00:52, 3.87it/s] 9/30 5.63G 1.117 1.08 1.245 42 800: 13%|█▎ | 30/233 [00:07<00:52, 3.89it/s] 9/30 5.63G 1.12 1.091 1.244 56 800: 13%|█▎ | 30/233 [00:08<00:52, 3.89it/s] 9/30 5.63G 1.12 1.091 1.244 56 800: 13%|█▎ | 31/233 [00:08<00:52, 3.84it/s] 9/30 5.63G 1.116 1.089 1.241 53 800: 13%|█▎ | 31/233 [00:08<00:52, 3.84it/s] 9/30 5.63G 1.116 1.089 1.241 53 800: 14%|█▎ | 32/233 [00:08<00:52, 3.85it/s] 9/30 5.63G 1.111 1.082 1.237 49 800: 14%|█▎ | 32/233 [00:08<00:52, 3.85it/s] 9/30 5.63G 1.111 1.082 1.237 49 800: 14%|█▍ | 33/233 [00:08<00:51, 3.87it/s] 9/30 5.63G 1.106 1.08 1.233 35 800: 14%|█▍ | 33/233 [00:08<00:51, 3.87it/s] 9/30 5.63G 1.106 1.08 1.233 35 800: 15%|█▍ | 34/233 [00:08<00:51, 3.89it/s] 9/30 5.63G 1.107 1.09 1.235 42 800: 15%|█▍ | 34/233 [00:09<00:51, 3.89it/s] 9/30 5.63G 1.107 1.09 1.235 42 800: 15%|█▌ | 35/233 [00:09<00:52, 3.80it/s] 9/30 5.63G 1.104 1.091 1.234 44 800: 15%|█▌ | 35/233 [00:09<00:52, 3.80it/s] 9/30 5.63G 1.104 1.091 1.234 44 800: 15%|█▌ | 36/233 [00:09<00:51, 3.84it/s] 9/30 5.63G 1.101 1.089 1.233 46 800: 15%|█▌ | 36/233 [00:09<00:51, 3.84it/s] 9/30 5.63G 1.101 1.089 1.233 46 800: 16%|█▌ | 37/233 [00:09<00:50, 3.86it/s] 9/30 5.63G 1.103 1.088 1.234 44 800: 16%|█▌ | 37/233 [00:09<00:50, 3.86it/s] 9/30 5.63G 1.103 1.088 1.234 44 800: 16%|█▋ | 38/233 [00:09<00:50, 3.87it/s] 9/30 5.63G 1.106 1.097 1.237 63 800: 16%|█▋ | 38/233 [00:10<00:50, 3.87it/s] 9/30 5.63G 1.106 1.097 1.237 63 800: 17%|█▋ | 39/233 [00:10<00:51, 3.80it/s] 9/30 5.63G 1.104 1.098 1.236 37 800: 17%|█▋ | 39/233 [00:10<00:51, 3.80it/s] 9/30 5.63G 1.104 1.098 1.236 37 800: 17%|█▋ | 40/233 [00:10<00:50, 3.84it/s] 9/30 5.63G 1.106 1.102 1.237 36 800: 17%|█▋ | 40/233 [00:10<00:50, 3.84it/s] 9/30 5.63G 1.106 1.102 1.237 36 800: 18%|█▊ | 41/233 [00:10<00:49, 3.85it/s] 9/30 5.63G 1.103 1.097 1.236 46 800: 18%|█▊ | 41/233 [00:10<00:49, 3.85it/s] 9/30 5.63G 1.103 1.097 1.236 46 800: 18%|█▊ | 42/233 [00:10<00:49, 3.86it/s] 9/30 5.63G 1.105 1.103 1.237 46 800: 18%|█▊ | 42/233 [00:11<00:49, 3.86it/s] 9/30 5.63G 1.105 1.103 1.237 46 800: 18%|█▊ | 43/233 [00:11<00:50, 3.80it/s] 9/30 5.63G 1.1 1.1 1.233 31 800: 18%|█▊ | 43/233 [00:11<00:50, 3.80it/s] 9/30 5.63G 1.1 1.1 1.233 31 800: 19%|█▉ | 44/233 [00:11<00:49, 3.83it/s] 9/30 5.63G 1.1 1.1 1.235 47 800: 19%|█▉ | 44/233 [00:11<00:49, 3.83it/s] 9/30 5.63G 1.1 1.1 1.235 47 800: 19%|█▉ | 45/233 [00:11<00:48, 3.84it/s] 9/30 5.63G 1.097 1.094 1.233 54 800: 19%|█▉ | 45/233 [00:12<00:48, 3.84it/s] 9/30 5.63G 1.097 1.094 1.233 54 800: 20%|█▉ | 46/233 [00:12<00:48, 3.86it/s] 9/30 5.63G 1.099 1.097 1.234 42 800: 20%|█▉ | 46/233 [00:12<00:48, 3.86it/s] 9/30 5.63G 1.099 1.097 1.234 42 800: 20%|██ | 47/233 [00:12<00:48, 3.81it/s] 9/30 5.63G 1.098 1.097 1.234 42 800: 20%|██ | 47/233 [00:12<00:48, 3.81it/s] 9/30 5.63G 1.098 1.097 1.234 42 800: 21%|██ | 48/233 [00:12<00:48, 3.85it/s] 9/30 5.63G 1.097 1.099 1.235 44 800: 21%|██ | 48/233 [00:12<00:48, 3.85it/s] 9/30 5.63G 1.097 1.099 1.235 44 800: 21%|██ | 49/233 [00:12<00:48, 3.81it/s] 9/30 5.63G 1.098 1.098 1.234 45 800: 21%|██ | 49/233 [00:13<00:48, 3.81it/s] 9/30 5.63G 1.098 1.098 1.234 45 800: 21%|██▏ | 50/233 [00:13<00:49, 3.67it/s] 9/30 5.63G 1.098 1.099 1.233 31 800: 21%|██▏ | 50/233 [00:13<00:49, 3.67it/s] 9/30 5.63G 1.098 1.099 1.233 31 800: 22%|██▏ | 51/233 [00:13<00:50, 3.61it/s] 9/30 5.63G 1.1 1.099 1.232 60 800: 22%|██▏ | 51/233 [00:13<00:50, 3.61it/s] 9/30 5.63G 1.1 1.099 1.232 60 800: 22%|██▏ | 52/233 [00:13<00:50, 3.58it/s] 9/30 5.63G 1.107 1.099 1.237 44 800: 22%|██▏ | 52/233 [00:13<00:50, 3.58it/s] 9/30 5.63G 1.107 1.099 1.237 44 800: 23%|██▎ | 53/233 [00:13<00:50, 3.56it/s] 9/30 5.63G 1.105 1.097 1.234 39 800: 23%|██▎ | 53/233 [00:14<00:50, 3.56it/s] 9/30 5.63G 1.105 1.097 1.234 39 800: 23%|██▎ | 54/233 [00:14<00:50, 3.57it/s] 9/30 5.63G 1.106 1.098 1.234 59 800: 23%|██▎ | 54/233 [00:14<00:50, 3.57it/s] 9/30 5.63G 1.106 1.098 1.234 59 800: 24%|██▎ | 55/233 [00:14<00:49, 3.60it/s] 9/30 5.63G 1.104 1.095 1.232 40 800: 24%|██▎ | 55/233 [00:14<00:49, 3.60it/s] 9/30 5.63G 1.104 1.095 1.232 40 800: 24%|██▍ | 56/233 [00:14<00:48, 3.65it/s] 9/30 5.63G 1.103 1.093 1.233 39 800: 24%|██▍ | 56/233 [00:15<00:48, 3.65it/s] 9/30 5.63G 1.103 1.093 1.233 39 800: 24%|██▍ | 57/233 [00:15<00:48, 3.63it/s] 9/30 5.63G 1.102 1.094 1.234 38 800: 24%|██▍ | 57/233 [00:15<00:48, 3.63it/s] 9/30 5.63G 1.102 1.094 1.234 38 800: 25%|██▍ | 58/233 [00:15<00:47, 3.70it/s] 9/30 5.63G 1.1 1.09 1.232 44 800: 25%|██▍ | 58/233 [00:15<00:47, 3.70it/s] 9/30 5.63G 1.1 1.09 1.232 44 800: 25%|██▌ | 59/233 [00:15<00:47, 3.68it/s] 9/30 5.63G 1.101 1.089 1.232 39 800: 25%|██▌ | 59/233 [00:15<00:47, 3.68it/s] 9/30 5.63G 1.101 1.089 1.232 39 800: 26%|██▌ | 60/233 [00:15<00:46, 3.75it/s] 9/30 5.63G 1.101 1.088 1.233 41 800: 26%|██▌ | 60/233 [00:16<00:46, 3.75it/s] 9/30 5.63G 1.101 1.088 1.233 41 800: 26%|██▌ | 61/233 [00:16<00:45, 3.79it/s] 9/30 5.63G 1.101 1.087 1.233 45 800: 26%|██▌ | 61/233 [00:16<00:45, 3.79it/s] 9/30 5.63G 1.101 1.087 1.233 45 800: 27%|██▋ | 62/233 [00:16<00:44, 3.82it/s] 9/30 5.63G 1.101 1.086 1.232 36 800: 27%|██▋ | 62/233 [00:16<00:44, 3.82it/s] 9/30 5.63G 1.101 1.086 1.232 36 800: 27%|██▋ | 63/233 [00:16<00:45, 3.78it/s] 9/30 5.63G 1.101 1.084 1.232 45 800: 27%|██▋ | 63/233 [00:16<00:45, 3.78it/s] 9/30 5.63G 1.101 1.084 1.232 45 800: 27%|██▋ | 64/233 [00:16<00:44, 3.82it/s] 9/30 5.63G 1.098 1.083 1.23 42 800: 27%|██▋ | 64/233 [00:17<00:44, 3.82it/s] 9/30 5.63G 1.098 1.083 1.23 42 800: 28%|██▊ | 65/233 [00:17<00:43, 3.85it/s] 9/30 5.63G 1.099 1.082 1.229 43 800: 28%|██▊ | 65/233 [00:17<00:43, 3.85it/s] 9/30 5.63G 1.099 1.082 1.229 43 800: 28%|██▊ | 66/233 [00:17<00:43, 3.86it/s] 9/30 5.63G 1.101 1.082 1.231 47 800: 28%|██▊ | 66/233 [00:17<00:43, 3.86it/s] 9/30 5.63G 1.101 1.082 1.231 47 800: 29%|██▉ | 67/233 [00:17<00:43, 3.79it/s] 9/30 5.63G 1.102 1.085 1.232 51 800: 29%|██▉ | 67/233 [00:17<00:43, 3.79it/s] 9/30 5.63G 1.102 1.085 1.232 51 800: 29%|██▉ | 68/233 [00:17<00:43, 3.83it/s] 9/30 5.63G 1.105 1.086 1.233 48 800: 29%|██▉ | 68/233 [00:18<00:43, 3.83it/s] 9/30 5.63G 1.105 1.086 1.233 48 800: 30%|██▉ | 69/233 [00:18<00:42, 3.85it/s] 9/30 5.63G 1.104 1.084 1.233 33 800: 30%|██▉ | 69/233 [00:18<00:42, 3.85it/s] 9/30 5.63G 1.104 1.084 1.233 33 800: 30%|███ | 70/233 [00:18<00:42, 3.85it/s] 9/30 5.63G 1.103 1.082 1.232 44 800: 30%|███ | 70/233 [00:18<00:42, 3.85it/s] 9/30 5.63G 1.103 1.082 1.232 44 800: 30%|███ | 71/233 [00:18<00:42, 3.78it/s] 9/30 5.63G 1.102 1.081 1.232 44 800: 30%|███ | 71/233 [00:18<00:42, 3.78it/s] 9/30 5.63G 1.102 1.081 1.232 44 800: 31%|███ | 72/233 [00:18<00:42, 3.82it/s] 9/30 5.63G 1.099 1.082 1.232 42 800: 31%|███ | 72/233 [00:19<00:42, 3.82it/s] 9/30 5.63G 1.099 1.082 1.232 42 800: 31%|███▏ | 73/233 [00:19<00:41, 3.85it/s] 9/30 5.63G 1.1 1.081 1.231 41 800: 31%|███▏ | 73/233 [00:19<00:41, 3.85it/s] 9/30 5.63G 1.1 1.081 1.231 41 800: 32%|███▏ | 74/233 [00:19<00:41, 3.86it/s] 9/30 5.63G 1.101 1.083 1.232 45 800: 32%|███▏ | 74/233 [00:19<00:41, 3.86it/s] 9/30 5.63G 1.101 1.083 1.232 45 800: 32%|███▏ | 75/233 [00:19<00:41, 3.77it/s] 9/30 5.63G 1.099 1.081 1.23 32 800: 32%|███▏ | 75/233 [00:20<00:41, 3.77it/s] 9/30 5.63G 1.099 1.081 1.23 32 800: 33%|███▎ | 76/233 [00:20<00:41, 3.82it/s] 9/30 5.63G 1.099 1.081 1.23 43 800: 33%|███▎ | 76/233 [00:20<00:41, 3.82it/s] 9/30 5.63G 1.099 1.081 1.23 43 800: 33%|███▎ | 77/233 [00:20<00:40, 3.85it/s] 9/30 5.63G 1.1 1.081 1.231 43 800: 33%|███▎ | 77/233 [00:20<00:40, 3.85it/s] 9/30 5.63G 1.1 1.081 1.231 43 800: 33%|███▎ | 78/233 [00:20<00:40, 3.87it/s] 9/30 5.63G 1.101 1.081 1.231 46 800: 33%|███▎ | 78/233 [00:20<00:40, 3.87it/s] 9/30 5.63G 1.101 1.081 1.231 46 800: 34%|███▍ | 79/233 [00:20<00:40, 3.80it/s] 9/30 5.63G 1.104 1.085 1.234 33 800: 34%|███▍ | 79/233 [00:21<00:40, 3.80it/s] 9/30 5.63G 1.104 1.085 1.234 33 800: 34%|███▍ | 80/233 [00:21<00:39, 3.83it/s] 9/30 5.63G 1.105 1.086 1.234 42 800: 34%|███▍ | 80/233 [00:21<00:39, 3.83it/s] 9/30 5.63G 1.105 1.086 1.234 42 800: 35%|███▍ | 81/233 [00:21<00:39, 3.86it/s] 9/30 5.63G 1.105 1.089 1.236 49 800: 35%|███▍ | 81/233 [00:21<00:39, 3.86it/s] 9/30 5.63G 1.105 1.089 1.236 49 800: 35%|███▌ | 82/233 [00:21<00:39, 3.87it/s] 9/30 5.63G 1.103 1.088 1.234 41 800: 35%|███▌ | 82/233 [00:21<00:39, 3.87it/s] 9/30 5.63G 1.103 1.088 1.234 41 800: 36%|███▌ | 83/233 [00:21<00:39, 3.82it/s] 9/30 5.63G 1.1 1.085 1.232 35 800: 36%|███▌ | 83/233 [00:22<00:39, 3.82it/s] 9/30 5.63G 1.1 1.085 1.232 35 800: 36%|███▌ | 84/233 [00:22<00:38, 3.85it/s] 9/30 5.63G 1.098 1.081 1.232 39 800: 36%|███▌ | 84/233 [00:22<00:38, 3.85it/s] 9/30 5.63G 1.098 1.081 1.232 39 800: 36%|███▋ | 85/233 [00:22<00:38, 3.86it/s] 9/30 5.63G 1.1 1.083 1.233 40 800: 36%|███▋ | 85/233 [00:22<00:38, 3.86it/s] 9/30 5.63G 1.1 1.083 1.233 40 800: 37%|███▋ | 86/233 [00:22<00:38, 3.87it/s] 9/30 5.63G 1.1 1.083 1.233 43 800: 37%|███▋ | 86/233 [00:22<00:38, 3.87it/s] 9/30 5.63G 1.1 1.083 1.233 43 800: 37%|███▋ | 87/233 [00:22<00:38, 3.80it/s] 9/30 5.63G 1.1 1.082 1.233 42 800: 37%|███▋ | 87/233 [00:23<00:38, 3.80it/s] 9/30 5.63G 1.1 1.082 1.233 42 800: 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1.078 1.228 40 800: 40%|████ | 94/233 [00:24<00:35, 3.87it/s] 9/30 5.63G 1.092 1.078 1.228 40 800: 41%|████ | 95/233 [00:24<00:36, 3.81it/s] 9/30 5.63G 1.093 1.079 1.229 42 800: 41%|████ | 95/233 [00:25<00:36, 3.81it/s] 9/30 5.63G 1.093 1.079 1.229 42 800: 41%|████ | 96/233 [00:25<00:35, 3.83it/s] 9/30 5.63G 1.092 1.077 1.229 37 800: 41%|████ | 96/233 [00:25<00:35, 3.83it/s] 9/30 5.63G 1.092 1.077 1.229 37 800: 42%|████▏ | 97/233 [00:25<00:35, 3.86it/s] 9/30 5.63G 1.093 1.076 1.228 36 800: 42%|████▏ | 97/233 [00:25<00:35, 3.86it/s] 9/30 5.63G 1.093 1.076 1.228 36 800: 42%|████▏ | 98/233 [00:25<00:34, 3.88it/s] 9/30 5.63G 1.095 1.081 1.23 48 800: 42%|████▏ | 98/233 [00:26<00:34, 3.88it/s] 9/30 5.63G 1.095 1.081 1.23 48 800: 42%|████▏ | 99/233 [00:26<00:35, 3.81it/s] 9/30 5.63G 1.094 1.08 1.229 43 800: 42%|████▏ | 99/233 [00:26<00:35, 3.81it/s] 9/30 5.63G 1.094 1.08 1.229 43 800: 43%|████▎ | 100/233 [00:26<00:34, 3.84it/s] 9/30 5.63G 1.095 1.081 1.229 39 800: 43%|████▎ | 100/233 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5.63G 1.093 1.073 1.23 39 800: 95%|█████████▍| 221/233 [00:57<00:03, 3.85it/s] 9/30 5.63G 1.092 1.072 1.23 41 800: 95%|█████████▍| 221/233 [00:58<00:03, 3.85it/s] 9/30 5.63G 1.092 1.072 1.23 41 800: 95%|█████████▌| 222/233 [00:58<00:02, 3.86it/s] 9/30 5.63G 1.092 1.071 1.23 41 800: 95%|█████████▌| 222/233 [00:58<00:02, 3.86it/s] 9/30 5.63G 1.092 1.071 1.23 41 800: 96%|█████████▌| 223/233 [00:58<00:02, 3.81it/s] 9/30 5.63G 1.091 1.071 1.229 40 800: 96%|█████████▌| 223/233 [00:58<00:02, 3.81it/s] 9/30 5.63G 1.091 1.071 1.229 40 800: 96%|█████████▌| 224/233 [00:58<00:02, 3.75it/s] 9/30 5.63G 1.091 1.071 1.229 42 800: 96%|█████████▌| 224/233 [00:58<00:02, 3.75it/s] 9/30 5.63G 1.091 1.071 1.229 42 800: 97%|█████████▋| 225/233 [00:58<00:02, 3.76it/s] 9/30 5.63G 1.092 1.072 1.229 45 800: 97%|█████████▋| 225/233 [00:59<00:02, 3.76it/s] 9/30 5.63G 1.092 1.072 1.229 45 800: 97%|█████████▋| 226/233 [00:59<00:01, 3.80it/s] 9/30 5.63G 1.091 1.07 1.229 38 800: 97%|█████████▋| 226/233 [00:59<00:01, 3.80it/s] 9/30 5.63G 1.091 1.07 1.229 38 800: 97%|█████████▋| 227/233 [00:59<00:01, 3.75it/s] 9/30 5.63G 1.09 1.07 1.228 30 800: 97%|█████████▋| 227/233 [00:59<00:01, 3.75it/s] 9/30 5.63G 1.09 1.07 1.228 30 800: 98%|█████████▊| 228/233 [00:59<00:01, 3.79it/s] 9/30 5.63G 1.089 1.069 1.228 33 800: 98%|█████████▊| 228/233 [00:59<00:01, 3.79it/s] 9/30 5.63G 1.089 1.069 1.228 33 800: 98%|█████████▊| 229/233 [00:59<00:01, 3.83it/s] 9/30 5.63G 1.089 1.069 1.228 42 800: 98%|█████████▊| 229/233 [01:00<00:01, 3.83it/s] 9/30 5.63G 1.089 1.069 1.228 42 800: 99%|█████████▊| 230/233 [01:00<00:00, 3.83it/s] 9/30 5.63G 1.088 1.069 1.227 37 800: 99%|█████████▊| 230/233 [01:00<00:00, 3.83it/s] 9/30 5.63G 1.088 1.069 1.227 37 800: 99%|█████████▉| 231/233 [01:00<00:00, 3.76it/s] 9/30 5.63G 1.088 1.068 1.227 50 800: 99%|█████████▉| 231/233 [01:00<00:00, 3.76it/s] 9/30 5.63G 1.088 1.068 1.227 50 800: 100%|█████████▉| 232/233 [01:00<00:00, 3.80it/s] 9/30 6.23G 1.087 1.069 1.227 12 800: 100%|█████████▉| 232/233 [01:00<00:00, 3.80it/s] 9/30 6.23G 1.087 1.069 1.227 12 800: 100%|██████████| 233/233 [01:00<00:00, 3.83it/s] Class Images Instances Box(P R mAP50 mAP50-95): 0%| | 0/7 [00:00<?, ?it/s] Class Images Instances Box(P R mAP50 mAP50-95): 14%|█▍ | 1/7 [00:00<00:01, 4.65it/s] Class Images Instances Box(P R mAP50 mAP50-95): 29%|██▊ | 2/7 [00:00<00:01, 4.70it/s] Class Images Instances Box(P R mAP50 mAP50-95): 43%|████▎ | 3/7 [00:00<00:00, 4.74it/s] Class Images Instances Box(P R mAP50 mAP50-95): 57%|█████▋ | 4/7 [00:00<00:00, 4.77it/s] Class Images Instances Box(P R mAP50 mAP50-95): 71%|███████▏ | 5/7 [00:01<00:00, 4.76it/s] Class Images Instances Box(P R mAP50 mAP50-95): 86%|████████▌ | 6/7 [00:01<00:00, 4.77it/s] Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 7/7 [00:01<00:00, 5.27it/s] all 200 249 0.677 0.643 0.624 0.347 Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size 0%| | 0/233 [00:00<?, ?it/s] 10/30 5.62G 1.127 1.151 1.185 46 800: 0%| | 0/233 [00:00<?, ?it/s] 10/30 5.62G 1.127 1.151 1.185 46 800: 0%| | 1/233 [00:00<01:05, 3.55it/s] 10/30 5.64G 1.196 1.091 1.309 37 800: 0%| | 1/233 [00:00<01:05, 3.55it/s] 10/30 5.64G 1.196 1.091 1.309 37 800: 1%| | 2/233 [00:00<01:03, 3.63it/s] 10/30 5.64G 1.189 1.043 1.293 46 800: 1%| | 2/233 [00:00<01:03, 3.63it/s] 10/30 5.64G 1.189 1.043 1.293 46 800: 1%|▏ | 3/233 [00:00<01:01, 3.75it/s] 10/30 5.64G 1.161 1.036 1.264 49 800: 1%|▏ | 3/233 [00:01<01:01, 3.75it/s] 10/30 5.64G 1.161 1.036 1.264 49 800: 2%|▏ | 4/233 [00:01<01:00, 3.81it/s] 10/30 5.64G 1.111 0.9955 1.228 44 800: 2%|▏ | 4/233 [00:01<01:00, 3.81it/s] 10/30 5.64G 1.111 0.9955 1.228 44 800: 2%|▏ | 5/233 [00:01<00:59, 3.85it/s] 10/30 5.64G 1.104 0.9754 1.214 45 800: 2%|▏ | 5/233 [00:01<00:59, 3.85it/s] 10/30 5.64G 1.104 0.9754 1.214 45 800: 3%|▎ | 6/233 [00:01<01:00, 3.77it/s] 10/30 5.64G 1.097 0.9866 1.216 57 800: 3%|▎ | 6/233 [00:01<01:00, 3.77it/s] 10/30 5.64G 1.097 0.9866 1.216 57 800: 3%|▎ | 7/233 [00:01<00:59, 3.81it/s] 10/30 5.64G 1.085 0.998 1.219 43 800: 3%|▎ | 7/233 [00:02<00:59, 3.81it/s] 10/30 5.64G 1.085 0.998 1.219 43 800: 3%|▎ | 8/233 [00:02<00:58, 3.84it/s] 10/30 5.64G 1.09 1.019 1.221 46 800: 3%|▎ | 8/233 [00:02<00:58, 3.84it/s] 10/30 5.64G 1.09 1.019 1.221 46 800: 4%|▍ | 9/233 [00:02<00:57, 3.86it/s] 10/30 5.64G 1.076 0.992 1.204 37 800: 4%|▍ | 9/233 [00:02<00:57, 3.86it/s] 10/30 5.64G 1.076 0.992 1.204 37 800: 4%|▍ | 10/233 [00:02<00:58, 3.79it/s] 10/30 5.64G 1.067 0.9855 1.195 43 800: 4%|▍ | 10/233 [00:02<00:58, 3.79it/s] 10/30 5.64G 1.067 0.9855 1.195 43 800: 5%|▍ | 11/233 [00:02<00:57, 3.83it/s] 10/30 5.64G 1.053 0.969 1.183 36 800: 5%|▍ | 11/233 [00:03<00:57, 3.83it/s] 10/30 5.64G 1.053 0.969 1.183 36 800: 5%|▌ | 12/233 [00:03<00:57, 3.86it/s] 10/30 5.64G 1.065 0.9894 1.188 48 800: 5%|▌ | 12/233 [00:03<00:57, 3.86it/s] 10/30 5.64G 1.065 0.9894 1.188 48 800: 6%|▌ | 13/233 [00:03<00:57, 3.85it/s] 10/30 5.64G 1.055 0.988 1.186 39 800: 6%|▌ | 13/233 [00:03<00:57, 3.85it/s] 10/30 5.64G 1.055 0.988 1.186 39 800: 6%|▌ | 14/233 [00:03<00:57, 3.80it/s] 10/30 5.64G 1.051 0.9819 1.179 50 800: 6%|▌ | 14/233 [00:03<00:57, 3.80it/s] 10/30 5.64G 1.051 0.9819 1.179 50 800: 6%|▋ | 15/233 [00:03<00:56, 3.84it/s] 10/30 5.64G 1.06 0.9965 1.182 45 800: 6%|▋ | 15/233 [00:04<00:56, 3.84it/s] 10/30 5.64G 1.06 0.9965 1.182 45 800: 7%|▋ | 16/233 [00:04<00:56, 3.86it/s] 10/30 5.64G 1.058 1.001 1.187 42 800: 7%|▋ | 16/233 [00:04<00:56, 3.86it/s] 10/30 5.64G 1.058 1.001 1.187 42 800: 7%|▋ | 17/233 [00:04<00:55, 3.87it/s] 10/30 5.64G 1.059 0.9908 1.184 40 800: 7%|▋ | 17/233 [00:04<00:55, 3.87it/s] 10/30 5.64G 1.059 0.9908 1.184 40 800: 8%|▊ | 18/233 [00:04<00:56, 3.81it/s] 10/30 5.64G 1.065 1.01 1.185 52 800: 8%|▊ | 18/233 [00:04<00:56, 3.81it/s] 10/30 5.64G 1.065 1.01 1.185 52 800: 8%|▊ | 19/233 [00:04<00:55, 3.84it/s] 10/30 5.64G 1.066 1.019 1.189 39 800: 8%|▊ | 19/233 [00:05<00:55, 3.84it/s] 10/30 5.64G 1.066 1.019 1.189 39 800: 9%|▊ | 20/233 [00:05<00:55, 3.85it/s] 10/30 5.64G 1.07 1.018 1.193 50 800: 9%|▊ | 20/233 [00:05<00:55, 3.85it/s] 10/30 5.64G 1.07 1.018 1.193 50 800: 9%|▉ | 21/233 [00:05<00:54, 3.86it/s] 10/30 5.64G 1.07 1.02 1.194 34 800: 9%|▉ | 21/233 [00:05<00:54, 3.86it/s] 10/30 5.64G 1.07 1.02 1.194 34 800: 9%|▉ | 22/233 [00:05<00:55, 3.79it/s] 10/30 5.64G 1.074 1.024 1.196 51 800: 9%|▉ | 22/233 [00:06<00:55, 3.79it/s] 10/30 5.64G 1.074 1.024 1.196 51 800: 10%|▉ | 23/233 [00:06<00:55, 3.81it/s] 10/30 5.64G 1.074 1.017 1.2 40 800: 10%|▉ | 23/233 [00:06<00:55, 3.81it/s] 10/30 5.64G 1.074 1.017 1.2 40 800: 10%|█ | 24/233 [00:06<00:54, 3.83it/s] 10/30 5.64G 1.069 1.012 1.2 44 800: 10%|█ | 24/233 [00:06<00:54, 3.83it/s] 10/30 5.64G 1.069 1.012 1.2 44 800: 11%|█ | 25/233 [00:06<00:54, 3.84it/s] 10/30 5.64G 1.069 1.009 1.2 46 800: 11%|█ | 25/233 [00:06<00:54, 3.84it/s] 10/30 5.64G 1.069 1.009 1.2 46 800: 11%|█ | 26/233 [00:06<00:54, 3.78it/s] 10/30 5.64G 1.062 1.004 1.196 40 800: 11%|█ | 26/233 [00:07<00:54, 3.78it/s] 10/30 5.64G 1.062 1.004 1.196 40 800: 12%|█▏ | 27/233 [00:07<00:54, 3.81it/s] 10/30 5.64G 1.065 1.004 1.196 54 800: 12%|█▏ | 27/233 [00:07<00:54, 3.81it/s] 10/30 5.64G 1.065 1.004 1.196 54 800: 12%|█▏ | 28/233 [00:07<00:53, 3.83it/s] 10/30 5.64G 1.063 1.01 1.198 38 800: 12%|█▏ | 28/233 [00:07<00:53, 3.83it/s] 10/30 5.64G 1.063 1.01 1.198 38 800: 12%|█▏ | 29/233 [00:07<00:52, 3.85it/s] 10/30 5.64G 1.061 1.006 1.196 35 800: 12%|█▏ | 29/233 [00:07<00:52, 3.85it/s] 10/30 5.64G 1.061 1.006 1.196 35 800: 13%|█▎ | 30/233 [00:07<00:53, 3.78it/s] 10/30 5.64G 1.062 1.007 1.195 38 800: 13%|█▎ | 30/233 [00:08<00:53, 3.78it/s] 10/30 5.64G 1.062 1.007 1.195 38 800: 13%|█▎ | 31/233 [00:08<00:52, 3.82it/s] 10/30 5.64G 1.062 1.009 1.197 39 800: 13%|█▎ | 31/233 [00:08<00:52, 3.82it/s] 10/30 5.64G 1.062 1.009 1.197 39 800: 14%|█▎ | 32/233 [00:08<00:52, 3.84it/s] 10/30 5.64G 1.063 1.003 1.196 39 800: 14%|█▎ | 32/233 [00:08<00:52, 3.84it/s] 10/30 5.64G 1.063 1.003 1.196 39 800: 14%|█▍ | 33/233 [00:08<00:51, 3.87it/s] 10/30 5.64G 1.061 1.003 1.198 39 800: 14%|█▍ | 33/233 [00:08<00:51, 3.87it/s] 10/30 5.64G 1.061 1.003 1.198 39 800: 15%|█▍ | 34/233 [00:08<00:52, 3.79it/s] 10/30 5.64G 1.063 1.002 1.203 33 800: 15%|█▍ | 34/233 [00:09<00:52, 3.79it/s] 10/30 5.64G 1.063 1.002 1.203 33 800: 15%|█▌ | 35/233 [00:09<00:51, 3.82it/s] 10/30 5.64G 1.06 0.9997 1.203 45 800: 15%|█▌ | 35/233 [00:09<00:51, 3.82it/s] 10/30 5.64G 1.06 0.9997 1.203 45 800: 15%|█▌ | 36/233 [00:09<00:51, 3.84it/s] 10/30 5.64G 1.063 1.002 1.202 44 800: 15%|█▌ | 36/233 [00:09<00:51, 3.84it/s] 10/30 5.64G 1.063 1.002 1.202 44 800: 16%|█▌ | 37/233 [00:09<00:50, 3.85it/s] 10/30 5.64G 1.07 1.006 1.206 52 800: 16%|█▌ | 37/233 [00:09<00:50, 3.85it/s] 10/30 5.64G 1.07 1.006 1.206 52 800: 16%|█▋ | 38/233 [00:09<00:51, 3.79it/s] 10/30 5.64G 1.07 1.006 1.206 40 800: 16%|█▋ | 38/233 [00:10<00:51, 3.79it/s] 10/30 5.64G 1.07 1.006 1.206 40 800: 17%|█▋ | 39/233 [00:10<00:50, 3.81it/s] 10/30 5.64G 1.07 1.006 1.206 47 800: 17%|█▋ | 39/233 [00:10<00:50, 3.81it/s] 10/30 5.64G 1.07 1.006 1.206 47 800: 17%|█▋ | 40/233 [00:10<00:50, 3.85it/s] 10/30 5.64G 1.073 1.01 1.208 37 800: 17%|█▋ | 40/233 [00:10<00:50, 3.85it/s] 10/30 5.64G 1.073 1.01 1.208 37 800: 18%|█▊ | 41/233 [00:10<00:49, 3.86it/s] 10/30 5.64G 1.075 1.013 1.21 45 800: 18%|█▊ | 41/233 [00:10<00:49, 3.86it/s] 10/30 5.64G 1.075 1.013 1.21 45 800: 18%|█▊ | 42/233 [00:10<00:50, 3.79it/s] 10/30 5.64G 1.074 1.015 1.209 37 800: 18%|█▊ | 42/233 [00:11<00:50, 3.79it/s] 10/30 5.64G 1.074 1.015 1.209 37 800: 18%|█▊ | 43/233 [00:11<00:50, 3.76it/s] 10/30 5.64G 1.076 1.018 1.209 50 800: 18%|█▊ | 43/233 [00:11<00:50, 3.76it/s] 10/30 5.64G 1.076 1.018 1.209 50 800: 19%|█▉ | 44/233 [00:11<00:50, 3.73it/s] 10/30 5.64G 1.08 1.023 1.212 55 800: 19%|█▉ | 44/233 [00:11<00:50, 3.73it/s] 10/30 5.64G 1.08 1.023 1.212 55 800: 19%|█▉ | 45/233 [00:11<00:49, 3.77it/s] 10/30 5.64G 1.078 1.019 1.21 45 800: 19%|█▉ | 45/233 [00:12<00:49, 3.77it/s] 10/30 5.64G 1.078 1.019 1.21 45 800: 20%|█▉ | 46/233 [00:12<00:50, 3.74it/s] 10/30 5.64G 1.076 1.018 1.209 32 800: 20%|█▉ | 46/233 [00:12<00:50, 3.74it/s] 10/30 5.64G 1.076 1.018 1.209 32 800: 20%|██ | 47/233 [00:12<00:49, 3.77it/s] 10/30 5.64G 1.074 1.02 1.207 49 800: 20%|██ | 47/233 [00:12<00:49, 3.77it/s] 10/30 5.64G 1.074 1.02 1.207 49 800: 21%|██ | 48/233 [00:12<00:48, 3.80it/s] 10/30 5.64G 1.07 1.016 1.205 42 800: 21%|██ | 48/233 [00:12<00:48, 3.80it/s] 10/30 5.64G 1.07 1.016 1.205 42 800: 21%|██ | 49/233 [00:12<00:48, 3.83it/s] 10/30 5.64G 1.067 1.013 1.203 40 800: 21%|██ | 49/233 [00:13<00:48, 3.83it/s] 10/30 5.64G 1.067 1.013 1.203 40 800: 21%|██▏ | 50/233 [00:13<00:48, 3.79it/s] 10/30 5.64G 1.068 1.013 1.204 45 800: 21%|██▏ | 50/233 [00:13<00:48, 3.79it/s] 10/30 5.64G 1.068 1.013 1.204 45 800: 22%|██▏ | 51/233 [00:13<00:47, 3.82it/s] 10/30 5.64G 1.07 1.015 1.207 35 800: 22%|██▏ | 51/233 [00:13<00:47, 3.82it/s] 10/30 5.64G 1.07 1.015 1.207 35 800: 22%|██▏ | 52/233 [00:13<00:46, 3.86it/s] 10/30 5.64G 1.071 1.017 1.207 37 800: 22%|██▏ | 52/233 [00:13<00:46, 3.86it/s] 10/30 5.64G 1.071 1.017 1.207 37 800: 23%|██▎ | 53/233 [00:13<00:46, 3.86it/s] 10/30 5.64G 1.073 1.022 1.207 54 800: 23%|██▎ | 53/233 [00:14<00:46, 3.86it/s] 10/30 5.64G 1.073 1.022 1.207 54 800: 23%|██▎ | 54/233 [00:14<00:46, 3.81it/s] 10/30 5.64G 1.073 1.023 1.207 40 800: 23%|██▎ | 54/233 [00:14<00:46, 3.81it/s] 10/30 5.64G 1.073 1.023 1.207 40 800: 24%|██▎ | 55/233 [00:14<00:46, 3.84it/s] 10/30 5.64G 1.072 1.021 1.205 51 800: 24%|██▎ | 55/233 [00:14<00:46, 3.84it/s] 10/30 5.64G 1.072 1.021 1.205 51 800: 24%|██▍ | 56/233 [00:14<00:45, 3.85it/s] 10/30 5.64G 1.074 1.023 1.206 47 800: 24%|██▍ | 56/233 [00:14<00:45, 3.85it/s] 10/30 5.64G 1.074 1.023 1.206 47 800: 24%|██▍ | 57/233 [00:14<00:45, 3.86it/s] 10/30 5.64G 1.077 1.027 1.207 42 800: 24%|██▍ | 57/233 [00:15<00:45, 3.86it/s] 10/30 5.64G 1.077 1.027 1.207 42 800: 25%|██▍ | 58/233 [00:15<00:46, 3.79it/s] 10/30 5.64G 1.081 1.031 1.209 41 800: 25%|██▍ | 58/233 [00:15<00:46, 3.79it/s] 10/30 5.64G 1.081 1.031 1.209 41 800: 25%|██▌ | 59/233 [00:15<00:45, 3.82it/s] 10/30 5.64G 1.089 1.038 1.214 47 800: 25%|██▌ | 59/233 [00:15<00:45, 3.82it/s] 10/30 5.64G 1.089 1.038 1.214 47 800: 26%|██▌ | 60/233 [00:15<00:45, 3.84it/s] 10/30 5.64G 1.09 1.041 1.214 50 800: 26%|██▌ | 60/233 [00:15<00:45, 3.84it/s] 10/30 5.64G 1.09 1.041 1.214 50 800: 26%|██▌ | 61/233 [00:15<00:44, 3.86it/s] 10/30 5.64G 1.088 1.039 1.213 36 800: 26%|██▌ | 61/233 [00:16<00:44, 3.86it/s] 10/30 5.64G 1.088 1.039 1.213 36 800: 27%|██▋ | 62/233 [00:16<00:45, 3.78it/s] 10/30 5.64G 1.09 1.04 1.215 43 800: 27%|██▋ | 62/233 [00:16<00:45, 3.78it/s] 10/30 5.64G 1.09 1.04 1.215 43 800: 27%|██▋ | 63/233 [00:16<00:44, 3.82it/s] 10/30 5.64G 1.087 1.037 1.213 38 800: 27%|██▋ | 63/233 [00:16<00:44, 3.82it/s] 10/30 5.64G 1.087 1.037 1.213 38 800: 27%|██▋ | 64/233 [00:16<00:43, 3.84it/s] 10/30 5.64G 1.086 1.039 1.214 37 800: 27%|██▋ | 64/233 [00:17<00:43, 3.84it/s] 10/30 5.64G 1.086 1.039 1.214 37 800: 28%|██▊ | 65/233 [00:17<00:43, 3.85it/s] 10/30 5.64G 1.09 1.041 1.217 55 800: 28%|██▊ | 65/233 [00:17<00:43, 3.85it/s] 10/30 5.64G 1.09 1.041 1.217 55 800: 28%|██▊ | 66/233 [00:17<00:44, 3.78it/s] 10/30 5.64G 1.092 1.045 1.217 57 800: 28%|██▊ | 66/233 [00:17<00:44, 3.78it/s] 10/30 5.64G 1.092 1.045 1.217 57 800: 29%|██▉ | 67/233 [00:17<00:43, 3.82it/s] 10/30 5.64G 1.091 1.042 1.217 35 800: 29%|██▉ | 67/233 [00:17<00:43, 3.82it/s] 10/30 5.64G 1.091 1.042 1.217 35 800: 29%|██▉ | 68/233 [00:17<00:42, 3.85it/s] 10/30 5.64G 1.091 1.043 1.217 48 800: 29%|██▉ | 68/233 [00:18<00:42, 3.85it/s] 10/30 5.64G 1.091 1.043 1.217 48 800: 30%|██▉ | 69/233 [00:18<00:42, 3.84it/s] 10/30 5.64G 1.09 1.042 1.216 51 800: 30%|██▉ | 69/233 [00:18<00:42, 3.84it/s] 10/30 5.64G 1.09 1.042 1.216 51 800: 30%|███ | 70/233 [00:18<00:42, 3.79it/s] 10/30 5.64G 1.092 1.045 1.219 37 800: 30%|███ | 70/233 [00:18<00:42, 3.79it/s] 10/30 5.64G 1.092 1.045 1.219 37 800: 30%|███ | 71/233 [00:18<00:42, 3.83it/s] 10/30 5.64G 1.094 1.046 1.218 52 800: 30%|███ | 71/233 [00:18<00:42, 3.83it/s] 10/30 5.64G 1.094 1.046 1.218 52 800: 31%|███ | 72/233 [00:18<00:41, 3.86it/s] 10/30 5.64G 1.092 1.049 1.217 48 800: 31%|███ | 72/233 [00:19<00:41, 3.86it/s] 10/30 5.64G 1.092 1.049 1.217 48 800: 31%|███▏ | 73/233 [00:19<00:41, 3.87it/s] 10/30 5.64G 1.094 1.048 1.217 63 800: 31%|███▏ | 73/233 [00:19<00:41, 3.87it/s] 10/30 5.64G 1.094 1.048 1.217 63 800: 32%|███▏ | 74/233 [00:19<00:41, 3.80it/s] 10/30 5.64G 1.094 1.053 1.218 42 800: 32%|███▏ | 74/233 [00:19<00:41, 3.80it/s] 10/30 5.64G 1.094 1.053 1.218 42 800: 32%|███▏ | 75/233 [00:19<00:41, 3.84it/s] 10/30 5.64G 1.091 1.05 1.216 40 800: 32%|███▏ | 75/233 [00:19<00:41, 3.84it/s] 10/30 5.64G 1.091 1.05 1.216 40 800: 33%|███▎ | 76/233 [00:19<00:40, 3.86it/s] 10/30 5.64G 1.09 1.049 1.216 38 800: 33%|███▎ | 76/233 [00:20<00:40, 3.86it/s] 10/30 5.64G 1.09 1.049 1.216 38 800: 33%|███▎ | 77/233 [00:20<00:40, 3.86it/s] 10/30 5.64G 1.09 1.049 1.215 47 800: 33%|███▎ | 77/233 [00:20<00:40, 3.86it/s] 10/30 5.64G 1.09 1.049 1.215 47 800: 33%|███▎ | 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1.093 1.05 1.219 48 800: 36%|███▌ | 84/233 [00:22<00:38, 3.84it/s] 10/30 5.64G 1.093 1.05 1.219 48 800: 36%|███▋ | 85/233 [00:22<00:38, 3.85it/s] 10/30 5.64G 1.091 1.046 1.217 44 800: 36%|███▋ | 85/233 [00:22<00:38, 3.85it/s] 10/30 5.64G 1.091 1.046 1.217 44 800: 37%|███▋ | 86/233 [00:22<00:38, 3.78it/s] 10/30 5.64G 1.091 1.048 1.217 39 800: 37%|███▋ | 86/233 [00:22<00:38, 3.78it/s] 10/30 5.64G 1.091 1.048 1.217 39 800: 37%|███▋ | 87/233 [00:22<00:38, 3.81it/s] 10/30 5.64G 1.091 1.046 1.217 36 800: 37%|███▋ | 87/233 [00:23<00:38, 3.81it/s] 10/30 5.64G 1.091 1.046 1.217 36 800: 38%|███▊ | 88/233 [00:23<00:37, 3.83it/s] 10/30 5.64G 1.092 1.048 1.218 38 800: 38%|███▊ | 88/233 [00:23<00:37, 3.83it/s] 10/30 5.64G 1.092 1.048 1.218 38 800: 38%|███▊ | 89/233 [00:23<00:37, 3.86it/s] 10/30 5.64G 1.09 1.047 1.217 42 800: 38%|███▊ | 89/233 [00:23<00:37, 3.86it/s] 10/30 5.64G 1.09 1.047 1.217 42 800: 39%|███▊ | 90/233 [00:23<00:37, 3.80it/s] 10/30 5.64G 1.09 1.05 1.217 46 800: 39%|███▊ | 90/233 [00:23<00:37, 3.80it/s] 10/30 5.64G 1.09 1.05 1.217 46 800: 39%|███▉ | 91/233 [00:23<00:37, 3.83it/s] 10/30 5.64G 1.088 1.048 1.217 38 800: 39%|███▉ | 91/233 [00:24<00:37, 3.83it/s] 10/30 5.64G 1.088 1.048 1.217 38 800: 39%|███▉ | 92/233 [00:24<00:36, 3.86it/s] 10/30 5.64G 1.088 1.048 1.217 52 800: 39%|███▉ | 92/233 [00:24<00:36, 3.86it/s] 10/30 5.64G 1.088 1.048 1.217 52 800: 40%|███▉ | 93/233 [00:24<00:36, 3.88it/s] 10/30 5.64G 1.088 1.046 1.216 41 800: 40%|███▉ | 93/233 [00:24<00:36, 3.88it/s] 10/30 5.64G 1.088 1.046 1.216 41 800: 40%|████ | 94/233 [00:24<00:36, 3.83it/s] 10/30 5.64G 1.087 1.045 1.216 49 800: 40%|████ | 94/233 [00:24<00:36, 3.83it/s] 10/30 5.64G 1.087 1.045 1.216 49 800: 41%|████ | 95/233 [00:24<00:35, 3.86it/s] 10/30 5.64G 1.087 1.045 1.215 45 800: 41%|████ | 95/233 [00:25<00:35, 3.86it/s] 10/30 5.64G 1.087 1.045 1.215 45 800: 41%|████ | 96/233 [00:25<00:35, 3.86it/s] 10/30 5.64G 1.087 1.044 1.214 47 800: 41%|████ | 96/233 [00:25<00:35, 3.86it/s] 10/30 5.64G 1.087 1.044 1.214 47 800: 42%|████▏ | 97/233 [00:25<00:35, 3.87it/s] 10/30 5.64G 1.085 1.044 1.213 43 800: 42%|████▏ | 97/233 [00:25<00:35, 3.87it/s] 10/30 5.64G 1.085 1.044 1.213 43 800: 42%|████▏ | 98/233 [00:25<00:35, 3.80it/s] 10/30 5.64G 1.086 1.045 1.214 47 800: 42%|████▏ | 98/233 [00:25<00:35, 3.80it/s] 10/30 5.64G 1.086 1.045 1.214 47 800: 42%|████▏ | 99/233 [00:25<00:34, 3.84it/s] 10/30 5.64G 1.086 1.044 1.213 43 800: 42%|████▏ | 99/233 [00:26<00:34, 3.84it/s] 10/30 5.64G 1.086 1.044 1.213 43 800: 43%|████▎ | 100/233 [00:26<00:34, 3.86it/s] 10/30 5.64G 1.085 1.043 1.213 44 800: 43%|████▎ | 100/233 [00:26<00:34, 3.86it/s] 10/30 5.64G 1.085 1.043 1.213 44 800: 43%|████▎ | 101/233 [00:26<00:34, 3.86it/s] 10/30 5.64G 1.085 1.044 1.213 54 800: 43%|████▎ | 101/233 [00:26<00:34, 3.86it/s] 10/30 5.64G 1.085 1.044 1.213 54 800: 44%|████▍ | 102/233 [00:26<00:34, 3.79it/s] 10/30 5.64G 1.085 1.045 1.213 46 800: 44%|████▍ | 102/233 [00:26<00:34, 3.79it/s] 10/30 5.64G 1.085 1.045 1.213 46 800: 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204/233 [00:53<00:07, 3.85it/s] 10/30 5.64G 1.082 1.041 1.216 39 800: 88%|████████▊ | 204/233 [00:53<00:07, 3.85it/s] 10/30 5.64G 1.082 1.041 1.216 39 800: 88%|████████▊ | 205/233 [00:53<00:07, 3.84it/s] 10/30 5.64G 1.082 1.041 1.216 48 800: 88%|████████▊ | 205/233 [00:53<00:07, 3.84it/s] 10/30 5.64G 1.082 1.041 1.216 48 800: 88%|████████▊ | 206/233 [00:53<00:07, 3.79it/s] 10/30 5.64G 1.081 1.04 1.216 36 800: 88%|████████▊ | 206/233 [00:54<00:07, 3.79it/s] 10/30 5.64G 1.081 1.04 1.216 36 800: 89%|████████▉ | 207/233 [00:54<00:06, 3.81it/s] 10/30 5.64G 1.081 1.038 1.216 41 800: 89%|████████▉ | 207/233 [00:54<00:06, 3.81it/s] 10/30 5.64G 1.081 1.038 1.216 41 800: 89%|████████▉ | 208/233 [00:54<00:06, 3.83it/s] 10/30 5.64G 1.081 1.038 1.215 38 800: 89%|████████▉ | 208/233 [00:54<00:06, 3.83it/s] 10/30 5.64G 1.081 1.038 1.215 38 800: 90%|████████▉ | 209/233 [00:54<00:06, 3.85it/s] 10/30 5.64G 1.08 1.037 1.215 32 800: 90%|████████▉ | 209/233 [00:54<00:06, 3.85it/s] 10/30 5.64G 1.08 1.037 1.215 32 800: 90%|█████████ | 210/233 [00:54<00:06, 3.80it/s] 10/30 5.64G 1.079 1.036 1.214 36 800: 90%|█████████ | 210/233 [00:55<00:06, 3.80it/s] 10/30 5.64G 1.079 1.036 1.214 36 800: 91%|█████████ | 211/233 [00:55<00:05, 3.85it/s] 10/30 5.64G 1.079 1.035 1.214 31 800: 91%|█████████ | 211/233 [00:55<00:05, 3.85it/s] 10/30 5.64G 1.079 1.035 1.214 31 800: 91%|█████████ | 212/233 [00:55<00:05, 3.86it/s] 10/30 5.64G 1.078 1.034 1.214 35 800: 91%|█████████ | 212/233 [00:55<00:05, 3.86it/s] 10/30 5.64G 1.078 1.034 1.214 35 800: 91%|█████████▏| 213/233 [00:55<00:05, 3.86it/s] 10/30 5.64G 1.078 1.034 1.214 35 800: 91%|█████████▏| 213/233 [00:55<00:05, 3.86it/s] 10/30 5.64G 1.078 1.034 1.214 35 800: 92%|█████████▏| 214/233 [00:55<00:05, 3.80it/s] 10/30 5.64G 1.077 1.033 1.213 35 800: 92%|█████████▏| 214/233 [00:56<00:05, 3.80it/s] 10/30 5.64G 1.077 1.033 1.213 35 800: 92%|█████████▏| 215/233 [00:56<00:04, 3.84it/s] 10/30 5.64G 1.077 1.033 1.213 37 800: 92%|█████████▏| 215/233 [00:56<00:04, 3.84it/s] 10/30 5.64G 1.077 1.033 1.213 37 800: 93%|█████████▎| 216/233 [00:56<00:04, 3.86it/s] 10/30 5.64G 1.077 1.034 1.213 40 800: 93%|█████████▎| 216/233 [00:56<00:04, 3.86it/s] 10/30 5.64G 1.077 1.034 1.213 40 800: 93%|█████████▎| 217/233 [00:56<00:04, 3.87it/s] 10/30 5.64G 1.077 1.033 1.214 36 800: 93%|█████████▎| 217/233 [00:56<00:04, 3.87it/s] 10/30 5.64G 1.077 1.033 1.214 36 800: 94%|█████████▎| 218/233 [00:56<00:03, 3.81it/s] 10/30 5.64G 1.076 1.033 1.213 45 800: 94%|█████████▎| 218/233 [00:57<00:03, 3.81it/s] 10/30 5.64G 1.076 1.033 1.213 45 800: 94%|█████████▍| 219/233 [00:57<00:03, 3.83it/s] 10/30 5.64G 1.076 1.032 1.213 35 800: 94%|█████████▍| 219/233 [00:57<00:03, 3.83it/s] 10/30 5.64G 1.076 1.032 1.213 35 800: 94%|█████████▍| 220/233 [00:57<00:03, 3.85it/s] 10/30 5.64G 1.076 1.032 1.213 42 800: 94%|█████████▍| 220/233 [00:57<00:03, 3.85it/s] 10/30 5.64G 1.076 1.032 1.213 42 800: 95%|█████████▍| 221/233 [00:57<00:03, 3.86it/s] 10/30 5.64G 1.075 1.031 1.213 38 800: 95%|█████████▍| 221/233 [00:58<00:03, 3.86it/s] 10/30 5.64G 1.075 1.031 1.213 38 800: 95%|█████████▌| 222/233 [00:58<00:02, 3.79it/s] 10/30 5.64G 1.075 1.03 1.213 38 800: 95%|█████████▌| 222/233 [00:58<00:02, 3.79it/s] 10/30 5.64G 1.075 1.03 1.213 38 800: 96%|█████████▌| 223/233 [00:58<00:02, 3.82it/s] 10/30 5.64G 1.076 1.03 1.213 42 800: 96%|█████████▌| 223/233 [00:58<00:02, 3.82it/s] 10/30 5.64G 1.076 1.03 1.213 42 800: 96%|█████████▌| 224/233 [00:58<00:02, 3.78it/s] 10/30 5.64G 1.076 1.031 1.213 41 800: 96%|█████████▌| 224/233 [00:58<00:02, 3.78it/s] 10/30 5.64G 1.076 1.031 1.213 41 800: 97%|█████████▋| 225/233 [00:58<00:02, 3.80it/s] 10/30 5.64G 1.075 1.03 1.213 40 800: 97%|█████████▋| 225/233 [00:59<00:02, 3.80it/s] 10/30 5.64G 1.075 1.03 1.213 40 800: 97%|█████████▋| 226/233 [00:59<00:01, 3.75it/s] 10/30 5.64G 1.075 1.029 1.213 48 800: 97%|█████████▋| 226/233 [00:59<00:01, 3.75it/s] 10/30 5.64G 1.075 1.029 1.213 48 800: 97%|█████████▋| 227/233 [00:59<00:01, 3.81it/s] 10/30 5.64G 1.075 1.029 1.213 48 800: 97%|█████████▋| 227/233 [00:59<00:01, 3.81it/s] 10/30 5.64G 1.075 1.029 1.213 48 800: 98%|█████████▊| 228/233 [00:59<00:01, 3.84it/s] 10/30 5.64G 1.075 1.029 1.212 42 800: 98%|█████████▊| 228/233 [00:59<00:01, 3.84it/s] 10/30 5.64G 1.075 1.029 1.212 42 800: 98%|█████████▊| 229/233 [00:59<00:01, 3.87it/s] 10/30 5.64G 1.074 1.028 1.212 47 800: 98%|█████████▊| 229/233 [01:00<00:01, 3.87it/s] 10/30 5.64G 1.074 1.028 1.212 47 800: 99%|█████████▊| 230/233 [01:00<00:00, 3.80it/s] 10/30 5.64G 1.074 1.028 1.212 48 800: 99%|█████████▊| 230/233 [01:00<00:00, 3.80it/s] 10/30 5.64G 1.074 1.028 1.212 48 800: 99%|█████████▉| 231/233 [01:00<00:00, 3.84it/s] 10/30 5.64G 1.074 1.027 1.212 36 800: 99%|█████████▉| 231/233 [01:00<00:00, 3.84it/s] 10/30 5.64G 1.074 1.027 1.212 36 800: 100%|█████████▉| 232/233 [01:00<00:00, 3.86it/s] 10/30 6.24G 1.073 1.027 1.212 12 800: 100%|█████████▉| 232/233 [01:00<00:00, 3.86it/s] 10/30 6.24G 1.073 1.027 1.212 12 800: 100%|██████████| 233/233 [01:00<00:00, 3.84it/s] Class Images Instances Box(P R mAP50 mAP50-95): 0%| | 0/7 [00:00<?, ?it/s] Class Images Instances Box(P R mAP50 mAP50-95): 14%|█▍ | 1/7 [00:00<00:01, 4.61it/s] Class Images Instances Box(P R mAP50 mAP50-95): 29%|██▊ | 2/7 [00:00<00:01, 4.68it/s] Class Images Instances Box(P R mAP50 mAP50-95): 43%|████▎ | 3/7 [00:00<00:00, 4.70it/s] Class Images Instances Box(P R mAP50 mAP50-95): 57%|█████▋ | 4/7 [00:00<00:00, 4.72it/s] Class Images Instances Box(P R mAP50 mAP50-95): 71%|███████▏ | 5/7 [00:01<00:00, 4.74it/s] Class Images Instances Box(P R mAP50 mAP50-95): 86%|████████▌ | 6/7 [00:01<00:00, 4.74it/s] Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 7/7 [00:01<00:00, 5.23it/s] all 200 249 0.585 0.659 0.544 0.284 Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size 0%| | 0/233 [00:00<?, ?it/s] 11/30 5.63G 1.013 1.185 1.183 55 800: 0%| | 0/233 [00:00<?, ?it/s] 11/30 5.63G 1.013 1.185 1.183 55 800: 0%| | 1/233 [00:00<01:10, 3.28it/s] 11/30 5.63G 1.081 1.05 1.188 40 800: 0%| | 1/233 [00:00<01:10, 3.28it/s] 11/30 5.63G 1.081 1.05 1.188 40 800: 1%| | 2/233 [00:00<01:03, 3.63it/s] 11/30 5.63G 1.052 1.032 1.181 40 800: 1%| | 2/233 [00:00<01:03, 3.63it/s] 11/30 5.63G 1.052 1.032 1.181 40 800: 1%|▏ | 3/233 [00:00<01:01, 3.75it/s] 11/30 5.63G 1.084 1.038 1.185 43 800: 1%|▏ | 3/233 [00:01<01:01, 3.75it/s] 11/30 5.63G 1.084 1.038 1.185 43 800: 2%|▏ | 4/233 [00:01<01:00, 3.81it/s] 11/30 5.63G 1.047 0.9808 1.164 38 800: 2%|▏ | 4/233 [00:01<01:00, 3.81it/s] 11/30 5.63G 1.047 0.9808 1.164 38 800: 2%|▏ | 5/233 [00:01<01:00, 3.77it/s] 11/30 5.63G 1.067 0.9843 1.172 35 800: 2%|▏ | 5/233 [00:01<01:00, 3.77it/s] 11/30 5.63G 1.067 0.9843 1.172 35 800: 3%|▎ | 6/233 [00:01<00:59, 3.81it/s] 11/30 5.63G 1.052 0.9742 1.169 36 800: 3%|▎ | 6/233 [00:01<00:59, 3.81it/s] 11/30 5.63G 1.052 0.9742 1.169 36 800: 3%|▎ | 7/233 [00:01<00:59, 3.82it/s] 11/30 5.63G 1.055 0.9961 1.168 46 800: 3%|▎ | 7/233 [00:02<00:59, 3.82it/s] 11/30 5.63G 1.055 0.9961 1.168 46 800: 3%|▎ | 8/233 [00:02<00:58, 3.85it/s] 11/30 5.63G 1.072 1.011 1.17 49 800: 3%|▎ | 8/233 [00:02<00:58, 3.85it/s] 11/30 5.63G 1.072 1.011 1.17 49 800: 4%|▍ | 9/233 [00:02<00:59, 3.78it/s] 11/30 5.63G 1.055 1 1.169 33 800: 4%|▍ | 9/233 [00:02<00:59, 3.78it/s] 11/30 5.63G 1.055 1 1.169 33 800: 4%|▍ | 10/233 [00:02<00:58, 3.81it/s] 11/30 5.63G 1.051 0.9928 1.171 52 800: 4%|▍ | 10/233 [00:02<00:58, 3.81it/s] 11/30 5.63G 1.051 0.9928 1.171 52 800: 5%|▍ | 11/233 [00:02<00:57, 3.84it/s] 11/30 5.63G 1.058 0.9962 1.187 45 800: 5%|▍ | 11/233 [00:03<00:57, 3.84it/s] 11/30 5.63G 1.058 0.9962 1.187 45 800: 5%|▌ | 12/233 [00:03<00:57, 3.86it/s] 11/30 5.63G 1.071 1.003 1.201 38 800: 5%|▌ | 12/233 [00:03<00:57, 3.86it/s] 11/30 5.63G 1.071 1.003 1.201 38 800: 6%|▌ | 13/233 [00:03<00:57, 3.80it/s] 11/30 5.63G 1.075 1.004 1.211 32 800: 6%|▌ | 13/233 [00:03<00:57, 3.80it/s] 11/30 5.63G 1.075 1.004 1.211 32 800: 6%|▌ | 14/233 [00:03<00:56, 3.84it/s] 11/30 5.63G 1.086 1.029 1.222 54 800: 6%|▌ | 14/233 [00:03<00:56, 3.84it/s] 11/30 5.63G 1.086 1.029 1.222 54 800: 6%|▋ | 15/233 [00:03<00:56, 3.85it/s] 11/30 5.63G 1.084 1.016 1.217 40 800: 6%|▋ | 15/233 [00:04<00:56, 3.85it/s] 11/30 5.63G 1.084 1.016 1.217 40 800: 7%|▋ | 16/233 [00:04<00:56, 3.85it/s] 11/30 5.63G 1.09 1.026 1.22 53 800: 7%|▋ | 16/233 [00:04<00:56, 3.85it/s] 11/30 5.63G 1.09 1.026 1.22 53 800: 7%|▋ | 17/233 [00:04<00:57, 3.77it/s] 11/30 5.63G 1.093 1.031 1.221 43 800: 7%|▋ | 17/233 [00:04<00:57, 3.77it/s] 11/30 5.63G 1.093 1.031 1.221 43 800: 8%|▊ | 18/233 [00:04<00:56, 3.80it/s] 11/30 5.63G 1.096 1.035 1.226 46 800: 8%|▊ | 18/233 [00:04<00:56, 3.80it/s] 11/30 5.63G 1.096 1.035 1.226 46 800: 8%|▊ | 19/233 [00:04<00:55, 3.83it/s] 11/30 5.63G 1.1 1.046 1.228 54 800: 8%|▊ | 19/233 [00:05<00:55, 3.83it/s] 11/30 5.63G 1.1 1.046 1.228 54 800: 9%|▊ | 20/233 [00:05<00:55, 3.84it/s] 11/30 5.63G 1.093 1.038 1.223 38 800: 9%|▊ | 20/233 [00:05<00:55, 3.84it/s] 11/30 5.63G 1.093 1.038 1.223 38 800: 9%|▉ | 21/233 [00:05<00:56, 3.78it/s] 11/30 5.63G 1.087 1.037 1.221 44 800: 9%|▉ | 21/233 [00:05<00:56, 3.78it/s] 11/30 5.63G 1.087 1.037 1.221 44 800: 9%|▉ | 22/233 [00:05<00:55, 3.82it/s] 11/30 5.63G 1.081 1.029 1.216 45 800: 9%|▉ | 22/233 [00:06<00:55, 3.82it/s] 11/30 5.63G 1.081 1.029 1.216 45 800: 10%|▉ | 23/233 [00:06<00:54, 3.84it/s] 11/30 5.63G 1.083 1.029 1.215 48 800: 10%|▉ | 23/233 [00:06<00:54, 3.84it/s] 11/30 5.63G 1.083 1.029 1.215 48 800: 10%|█ | 24/233 [00:06<00:54, 3.85it/s] 11/30 5.63G 1.077 1.024 1.212 39 800: 10%|█ | 24/233 [00:06<00:54, 3.85it/s] 11/30 5.63G 1.077 1.024 1.212 39 800: 11%|█ | 25/233 [00:06<00:55, 3.78it/s] 11/30 5.63G 1.076 1.021 1.211 45 800: 11%|█ | 25/233 [00:06<00:55, 3.78it/s] 11/30 5.63G 1.076 1.021 1.211 45 800: 11%|█ | 26/233 [00:06<00:54, 3.82it/s] 11/30 5.63G 1.083 1.035 1.217 47 800: 11%|█ | 26/233 [00:07<00:54, 3.82it/s] 11/30 5.63G 1.083 1.035 1.217 47 800: 12%|█▏ | 27/233 [00:07<00:53, 3.84it/s] 11/30 5.63G 1.08 1.035 1.22 40 800: 12%|█▏ | 27/233 [00:07<00:53, 3.84it/s] 11/30 5.63G 1.08 1.035 1.22 40 800: 12%|█▏ | 28/233 [00:07<00:53, 3.85it/s] 11/30 5.63G 1.075 1.032 1.218 37 800: 12%|█▏ | 28/233 [00:07<00:53, 3.85it/s] 11/30 5.63G 1.075 1.032 1.218 37 800: 12%|█▏ | 29/233 [00:07<00:53, 3.79it/s] 11/30 5.63G 1.072 1.028 1.219 37 800: 12%|█▏ | 29/233 [00:07<00:53, 3.79it/s] 11/30 5.63G 1.072 1.028 1.219 37 800: 13%|█▎ | 30/233 [00:07<00:52, 3.84it/s] 11/30 5.63G 1.07 1.029 1.218 53 800: 13%|█▎ | 30/233 [00:08<00:52, 3.84it/s] 11/30 5.63G 1.07 1.029 1.218 53 800: 13%|█▎ | 31/233 [00:08<00:52, 3.86it/s] 11/30 5.63G 1.071 1.031 1.217 44 800: 13%|█▎ | 31/233 [00:08<00:52, 3.86it/s] 11/30 5.63G 1.071 1.031 1.217 44 800: 14%|█▎ | 32/233 [00:08<00:51, 3.87it/s] 11/30 5.63G 1.071 1.028 1.218 43 800: 14%|█▎ | 32/233 [00:08<00:51, 3.87it/s] 11/30 5.63G 1.071 1.028 1.218 43 800: 14%|█▍ | 33/233 [00:08<00:52, 3.81it/s] 11/30 5.63G 1.074 1.028 1.221 49 800: 14%|█▍ | 33/233 [00:08<00:52, 3.81it/s] 11/30 5.63G 1.074 1.028 1.221 49 800: 15%|█▍ | 34/233 [00:08<00:51, 3.84it/s] 11/30 5.63G 1.072 1.024 1.222 39 800: 15%|█▍ | 34/233 [00:09<00:51, 3.84it/s] 11/30 5.63G 1.072 1.024 1.222 39 800: 15%|█▌ | 35/233 [00:09<00:51, 3.86it/s] 11/30 5.63G 1.071 1.019 1.22 34 800: 15%|█▌ | 35/233 [00:09<00:51, 3.86it/s] 11/30 5.63G 1.071 1.019 1.22 34 800: 15%|█▌ | 36/233 [00:09<00:50, 3.87it/s] 11/30 5.63G 1.068 1.018 1.221 45 800: 15%|█▌ | 36/233 [00:09<00:50, 3.87it/s] 11/30 5.63G 1.068 1.018 1.221 45 800: 16%|█▌ | 37/233 [00:09<00:51, 3.81it/s] 11/30 5.63G 1.068 1.023 1.222 44 800: 16%|█▌ | 37/233 [00:09<00:51, 3.81it/s] 11/30 5.63G 1.068 1.023 1.222 44 800: 16%|█▋ | 38/233 [00:09<00:50, 3.83it/s] 11/30 5.63G 1.07 1.026 1.223 38 800: 16%|█▋ | 38/233 [00:10<00:50, 3.83it/s] 11/30 5.63G 1.07 1.026 1.223 38 800: 17%|█▋ | 39/233 [00:10<00:50, 3.85it/s] 11/30 5.63G 1.077 1.029 1.231 35 800: 17%|█▋ | 39/233 [00:10<00:50, 3.85it/s] 11/30 5.63G 1.077 1.029 1.231 35 800: 17%|█▋ | 40/233 [00:10<00:50, 3.86it/s] 11/30 5.63G 1.08 1.032 1.234 33 800: 17%|█▋ | 40/233 [00:10<00:50, 3.86it/s] 11/30 5.63G 1.08 1.032 1.234 33 800: 18%|█▊ | 41/233 [00:10<00:50, 3.78it/s] 11/30 5.63G 1.084 1.034 1.233 40 800: 18%|█▊ | 41/233 [00:11<00:50, 3.78it/s] 11/30 5.63G 1.084 1.034 1.233 40 800: 18%|█▊ | 42/233 [00:11<00:50, 3.82it/s] 11/30 5.63G 1.086 1.039 1.233 74 800: 18%|█▊ | 42/233 [00:11<00:50, 3.82it/s] 11/30 5.63G 1.086 1.039 1.233 74 800: 18%|█▊ | 43/233 [00:11<00:49, 3.84it/s] 11/30 5.63G 1.088 1.046 1.233 59 800: 18%|█▊ | 43/233 [00:11<00:49, 3.84it/s] 11/30 5.63G 1.088 1.046 1.233 59 800: 19%|█▉ | 44/233 [00:11<00:49, 3.85it/s] 11/30 5.63G 1.089 1.046 1.235 58 800: 19%|█▉ | 44/233 [00:11<00:49, 3.85it/s] 11/30 5.63G 1.089 1.046 1.235 58 800: 19%|█▉ | 45/233 [00:11<00:49, 3.79it/s] 11/30 5.63G 1.082 1.042 1.231 43 800: 19%|█▉ | 45/233 [00:12<00:49, 3.79it/s] 11/30 5.63G 1.082 1.042 1.231 43 800: 20%|█▉ | 46/233 [00:12<00:49, 3.81it/s] 11/30 5.63G 1.08 1.043 1.227 47 800: 20%|█▉ | 46/233 [00:12<00:49, 3.81it/s] 11/30 5.63G 1.08 1.043 1.227 47 800: 20%|██ | 47/233 [00:12<00:48, 3.83it/s] 11/30 5.63G 1.081 1.04 1.227 43 800: 20%|██ | 47/233 [00:12<00:48, 3.83it/s] 11/30 5.63G 1.081 1.04 1.227 43 800: 21%|██ | 48/233 [00:12<00:48, 3.85it/s] 11/30 5.63G 1.078 1.04 1.224 47 800: 21%|██ | 48/233 [00:12<00:48, 3.85it/s] 11/30 5.63G 1.078 1.04 1.224 47 800: 21%|██ | 49/233 [00:12<00:48, 3.80it/s] 11/30 5.63G 1.074 1.039 1.221 34 800: 21%|██ | 49/233 [00:13<00:48, 3.80it/s] 11/30 5.63G 1.074 1.039 1.221 34 800: 21%|██▏ | 50/233 [00:13<00:47, 3.84it/s] 11/30 5.63G 1.074 1.043 1.221 55 800: 21%|██▏ | 50/233 [00:13<00:47, 3.84it/s] 11/30 5.63G 1.074 1.043 1.221 55 800: 22%|██▏ | 51/233 [00:13<00:47, 3.86it/s] 11/30 5.63G 1.077 1.047 1.223 46 800: 22%|██▏ | 51/233 [00:13<00:47, 3.86it/s] 11/30 5.63G 1.077 1.047 1.223 46 800: 22%|██▏ | 52/233 [00:13<00:46, 3.87it/s] 11/30 5.63G 1.079 1.047 1.225 49 800: 22%|██▏ | 52/233 [00:13<00:46, 3.87it/s] 11/30 5.63G 1.079 1.047 1.225 49 800: 23%|██▎ | 53/233 [00:13<00:47, 3.80it/s] 11/30 5.63G 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1.212 53 800: 80%|████████ | 187/233 [00:49<00:11, 3.86it/s] 11/30 5.63G 1.045 1.031 1.212 53 800: 81%|████████ | 188/233 [00:49<00:11, 3.87it/s] 11/30 5.63G 1.045 1.03 1.212 50 800: 81%|████████ | 188/233 [00:49<00:11, 3.87it/s] 11/30 5.63G 1.045 1.03 1.212 50 800: 81%|████████ | 189/233 [00:49<00:11, 3.81it/s] 11/30 5.63G 1.045 1.029 1.211 45 800: 81%|████████ | 189/233 [00:49<00:11, 3.81it/s] 11/30 5.63G 1.045 1.029 1.211 45 800: 82%|████████▏ | 190/233 [00:49<00:11, 3.84it/s] 11/30 5.63G 1.044 1.028 1.211 39 800: 82%|████████▏ | 190/233 [00:49<00:11, 3.84it/s] 11/30 5.63G 1.044 1.028 1.211 39 800: 82%|████████▏ | 191/233 [00:49<00:10, 3.84it/s] 11/30 5.63G 1.044 1.028 1.21 45 800: 82%|████████▏ | 191/233 [00:50<00:10, 3.84it/s] 11/30 5.63G 1.044 1.028 1.21 45 800: 82%|████████▏ | 192/233 [00:50<00:10, 3.85it/s] 11/30 5.63G 1.045 1.03 1.211 44 800: 82%|████████▏ | 192/233 [00:50<00:10, 3.85it/s] 11/30 5.63G 1.045 1.03 1.211 44 800: 83%|████████▎ | 193/233 [00:50<00:10, 3.80it/s] 11/30 5.63G 1.044 1.03 1.211 53 800: 83%|████████▎ | 193/233 [00:50<00:10, 3.80it/s] 11/30 5.63G 1.044 1.03 1.211 53 800: 83%|████████▎ | 194/233 [00:50<00:10, 3.82it/s] 11/30 5.63G 1.044 1.03 1.211 30 800: 83%|████████▎ | 194/233 [00:50<00:10, 3.82it/s] 11/30 5.63G 1.044 1.03 1.211 30 800: 84%|████████▎ | 195/233 [00:50<00:09, 3.84it/s] 11/30 5.63G 1.044 1.03 1.21 49 800: 84%|████████▎ | 195/233 [00:51<00:09, 3.84it/s] 11/30 5.63G 1.044 1.03 1.21 49 800: 84%|████████▍ | 196/233 [00:51<00:09, 3.86it/s] 11/30 5.63G 1.045 1.03 1.211 43 800: 84%|████████▍ | 196/233 [00:51<00:09, 3.86it/s] 11/30 5.63G 1.045 1.03 1.211 43 800: 85%|████████▍ | 197/233 [00:51<00:09, 3.81it/s] 11/30 5.63G 1.044 1.029 1.21 45 800: 85%|████████▍ | 197/233 [00:51<00:09, 3.81it/s] 11/30 5.63G 1.044 1.029 1.21 45 800: 85%|████████▍ | 198/233 [00:51<00:09, 3.83it/s] 11/30 5.63G 1.043 1.028 1.21 37 800: 85%|████████▍ | 198/233 [00:51<00:09, 3.83it/s] 11/30 5.63G 1.043 1.028 1.21 37 800: 85%|████████▌ | 199/233 [00:51<00:08, 3.84it/s] 11/30 5.63G 1.043 1.028 1.21 44 800: 85%|████████▌ | 199/233 [00:52<00:08, 3.84it/s] 11/30 5.63G 1.043 1.028 1.21 44 800: 86%|████████▌ | 200/233 [00:52<00:08, 3.86it/s] 11/30 5.63G 1.043 1.028 1.21 38 800: 86%|████████▌ | 200/233 [00:52<00:08, 3.86it/s] 11/30 5.63G 1.043 1.028 1.21 38 800: 86%|████████▋ | 201/233 [00:52<00:08, 3.80it/s] 11/30 5.63G 1.043 1.027 1.209 47 800: 86%|████████▋ | 201/233 [00:52<00:08, 3.80it/s] 11/30 5.63G 1.043 1.027 1.209 47 800: 87%|████████▋ | 202/233 [00:52<00:08, 3.83it/s] 11/30 5.63G 1.043 1.027 1.21 42 800: 87%|████████▋ | 202/233 [00:52<00:08, 3.83it/s] 11/30 5.63G 1.043 1.027 1.21 42 800: 87%|████████▋ | 203/233 [00:52<00:07, 3.85it/s] 11/30 5.63G 1.044 1.027 1.21 41 800: 87%|████████▋ | 203/233 [00:53<00:07, 3.85it/s] 11/30 5.63G 1.044 1.027 1.21 41 800: 88%|████████▊ | 204/233 [00:53<00:07, 3.88it/s] 11/30 5.63G 1.045 1.027 1.21 47 800: 88%|████████▊ | 204/233 [00:53<00:07, 3.88it/s] 11/30 5.63G 1.045 1.027 1.21 47 800: 88%|████████▊ | 205/233 [00:53<00:07, 3.81it/s] 11/30 5.63G 1.044 1.026 1.21 40 800: 88%|████████▊ | 205/233 [00:53<00:07, 3.81it/s] 11/30 5.63G 1.044 1.026 1.21 40 800: 88%|████████▊ | 206/233 [00:53<00:07, 3.84it/s] 11/30 5.63G 1.045 1.026 1.21 50 800: 88%|████████▊ | 206/233 [00:54<00:07, 3.84it/s] 11/30 5.63G 1.045 1.026 1.21 50 800: 89%|████████▉ | 207/233 [00:54<00:06, 3.87it/s] 11/30 5.63G 1.045 1.026 1.21 40 800: 89%|████████▉ | 207/233 [00:54<00:06, 3.87it/s] 11/30 5.63G 1.045 1.026 1.21 40 800: 89%|████████▉ | 208/233 [00:54<00:06, 3.88it/s] 11/30 5.63G 1.045 1.026 1.21 33 800: 89%|████████▉ | 208/233 [00:54<00:06, 3.88it/s] 11/30 5.63G 1.045 1.026 1.21 33 800: 90%|████████▉ | 209/233 [00:54<00:06, 3.81it/s] 11/30 5.63G 1.045 1.025 1.209 40 800: 90%|████████▉ | 209/233 [00:54<00:06, 3.81it/s] 11/30 5.63G 1.045 1.025 1.209 40 800: 90%|█████████ | 210/233 [00:54<00:05, 3.84it/s] 11/30 5.63G 1.044 1.025 1.209 44 800: 90%|█████████ | 210/233 [00:55<00:05, 3.84it/s] 11/30 5.63G 1.044 1.025 1.209 44 800: 91%|█████████ | 211/233 [00:55<00:05, 3.85it/s] 11/30 5.63G 1.044 1.024 1.209 43 800: 91%|█████████ | 211/233 [00:55<00:05, 3.85it/s] 11/30 5.63G 1.044 1.024 1.209 43 800: 91%|█████████ | 212/233 [00:55<00:05, 3.86it/s] 11/30 5.63G 1.045 1.026 1.209 50 800: 91%|█████████ | 212/233 [00:55<00:05, 3.86it/s] 11/30 5.63G 1.045 1.026 1.209 50 800: 91%|█████████▏| 213/233 [00:55<00:05, 3.81it/s] 11/30 5.63G 1.044 1.026 1.209 42 800: 91%|█████████▏| 213/233 [00:55<00:05, 3.81it/s] 11/30 5.63G 1.044 1.026 1.209 42 800: 92%|█████████▏| 214/233 [00:55<00:04, 3.83it/s] 11/30 5.63G 1.044 1.024 1.208 35 800: 92%|█████████▏| 214/233 [00:56<00:04, 3.83it/s] 11/30 5.63G 1.044 1.024 1.208 35 800: 92%|█████████▏| 215/233 [00:56<00:04, 3.85it/s] 11/30 5.63G 1.044 1.024 1.208 45 800: 92%|█████████▏| 215/233 [00:56<00:04, 3.85it/s] 11/30 5.63G 1.044 1.024 1.208 45 800: 93%|█████████▎| 216/233 [00:56<00:04, 3.86it/s] 11/30 5.63G 1.044 1.024 1.208 35 800: 93%|█████████▎| 216/233 [00:56<00:04, 3.86it/s] 11/30 5.63G 1.044 1.024 1.208 35 800: 93%|█████████▎| 217/233 [00:56<00:04, 3.82it/s] 11/30 5.63G 1.043 1.023 1.208 40 800: 93%|█████████▎| 217/233 [00:56<00:04, 3.82it/s] 11/30 5.63G 1.043 1.023 1.208 40 800: 94%|█████████▎| 218/233 [00:56<00:03, 3.84it/s] 11/30 5.63G 1.042 1.022 1.207 34 800: 94%|█████████▎| 218/233 [00:57<00:03, 3.84it/s] 11/30 5.63G 1.042 1.022 1.207 34 800: 94%|█████████▍| 219/233 [00:57<00:03, 3.85it/s] 11/30 5.63G 1.042 1.023 1.207 69 800: 94%|█████████▍| 219/233 [00:57<00:03, 3.85it/s] 11/30 5.63G 1.042 1.023 1.207 69 800: 94%|█████████▍| 220/233 [00:57<00:03, 3.86it/s] 11/30 5.63G 1.041 1.021 1.206 30 800: 94%|█████████▍| 220/233 [00:57<00:03, 3.86it/s] 11/30 5.63G 1.041 1.021 1.206 30 800: 95%|█████████▍| 221/233 [00:57<00:03, 3.82it/s] 11/30 5.63G 1.041 1.02 1.206 42 800: 95%|█████████▍| 221/233 [00:57<00:03, 3.82it/s] 11/30 5.63G 1.041 1.02 1.206 42 800: 95%|█████████▌| 222/233 [00:57<00:02, 3.82it/s] 11/30 5.63G 1.04 1.022 1.206 34 800: 95%|█████████▌| 222/233 [00:58<00:02, 3.82it/s] 11/30 5.63G 1.04 1.022 1.206 34 800: 96%|█████████▌| 223/233 [00:58<00:02, 3.83it/s] 11/30 5.63G 1.041 1.022 1.206 48 800: 96%|█████████▌| 223/233 [00:58<00:02, 3.83it/s] 11/30 5.63G 1.041 1.022 1.206 48 800: 96%|█████████▌| 224/233 [00:58<00:02, 3.86it/s] 11/30 5.63G 1.041 1.022 1.206 50 800: 96%|█████████▌| 224/233 [00:58<00:02, 3.86it/s] 11/30 5.63G 1.041 1.022 1.206 50 800: 97%|█████████▋| 225/233 [00:58<00:02, 3.78it/s] 11/30 5.63G 1.04 1.02 1.206 37 800: 97%|█████████▋| 225/233 [00:58<00:02, 3.78it/s] 11/30 5.63G 1.04 1.02 1.206 37 800: 97%|█████████▋| 226/233 [00:58<00:01, 3.82it/s] 11/30 5.63G 1.04 1.019 1.205 39 800: 97%|█████████▋| 226/233 [00:59<00:01, 3.82it/s] 11/30 5.63G 1.04 1.019 1.205 39 800: 97%|█████████▋| 227/233 [00:59<00:01, 3.85it/s] 11/30 5.63G 1.039 1.018 1.205 44 800: 97%|█████████▋| 227/233 [00:59<00:01, 3.85it/s] 11/30 5.63G 1.039 1.018 1.205 44 800: 98%|█████████▊| 228/233 [00:59<00:01, 3.87it/s] 11/30 5.63G 1.039 1.019 1.204 29 800: 98%|█████████▊| 228/233 [00:59<00:01, 3.87it/s] 11/30 5.63G 1.039 1.019 1.204 29 800: 98%|█████████▊| 229/233 [00:59<00:01, 3.81it/s] 11/30 5.63G 1.039 1.019 1.204 37 800: 98%|█████████▊| 229/233 [01:00<00:01, 3.81it/s] 11/30 5.63G 1.039 1.019 1.204 37 800: 99%|█████████▊| 230/233 [01:00<00:00, 3.84it/s] 11/30 5.63G 1.037 1.018 1.204 36 800: 99%|█████████▊| 230/233 [01:00<00:00, 3.84it/s] 11/30 5.63G 1.037 1.018 1.204 36 800: 99%|█████████▉| 231/233 [01:00<00:00, 3.86it/s] 11/30 5.63G 1.037 1.017 1.204 45 800: 99%|█████████▉| 231/233 [01:00<00:00, 3.86it/s] 11/30 5.63G 1.037 1.017 1.204 45 800: 100%|█████████▉| 232/233 [01:00<00:00, 3.87it/s] 11/30 6.23G 1.039 1.018 1.204 23 800: 100%|█████████▉| 232/233 [01:00<00:00, 3.87it/s] 11/30 6.23G 1.039 1.018 1.204 23 800: 100%|██████████| 233/233 [01:00<00:00, 4.68it/s] 11/30 6.23G 1.039 1.018 1.204 23 800: 100%|██████████| 233/233 [01:00<00:00, 3.84it/s] Class Images Instances Box(P R mAP50 mAP50-95): 0%| | 0/7 [00:00<?, ?it/s] Class Images Instances Box(P R mAP50 mAP50-95): 14%|█▍ | 1/7 [00:00<00:01, 4.61it/s] Class Images Instances Box(P R mAP50 mAP50-95): 29%|██▊ | 2/7 [00:00<00:01, 4.74it/s] Class Images Instances Box(P R mAP50 mAP50-95): 43%|████▎ | 3/7 [00:00<00:00, 4.76it/s] Class Images Instances Box(P R mAP50 mAP50-95): 57%|█████▋ | 4/7 [00:00<00:00, 4.80it/s] Class Images Instances Box(P R mAP50 mAP50-95): 71%|███████▏ | 5/7 [00:01<00:00, 4.79it/s] Class Images Instances Box(P R mAP50 mAP50-95): 86%|████████▌ | 6/7 [00:01<00:00, 4.74it/s] Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 7/7 [00:01<00:00, 5.28it/s] all 200 249 0.717 0.679 0.685 0.391 Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size 0%| | 0/233 [00:00<?, ?it/s] 12/30 5.6G 1.114 1.157 1.296 34 800: 0%| | 0/233 [00:00<?, ?it/s] 12/30 5.6G 1.114 1.157 1.296 34 800: 0%| | 1/233 [00:00<01:08, 3.41it/s] 12/30 5.62G 1.117 1.103 1.268 51 800: 0%| | 1/233 [00:00<01:08, 3.41it/s] 12/30 5.62G 1.117 1.103 1.268 51 800: 1%| | 2/233 [00:00<01:02, 3.68it/s] 12/30 5.62G 1.022 1.006 1.224 44 800: 1%| | 2/233 [00:00<01:02, 3.68it/s] 12/30 5.62G 1.022 1.006 1.224 44 800: 1%|▏ | 3/233 [00:00<01:00, 3.79it/s] 12/30 5.63G 0.9722 0.9601 1.194 37 800: 1%|▏ | 3/233 [00:01<01:00, 3.79it/s] 12/30 5.63G 0.9722 0.9601 1.194 37 800: 2%|▏ | 4/233 [00:01<01:02, 3.67it/s] 12/30 5.63G 0.9613 0.9691 1.178 47 800: 2%|▏ | 4/233 [00:01<01:02, 3.67it/s] 12/30 5.63G 0.9613 0.9691 1.178 47 800: 2%|▏ | 5/233 [00:01<01:00, 3.75it/s] 12/30 5.63G 0.9733 0.9752 1.177 37 800: 2%|▏ | 5/233 [00:01<01:00, 3.75it/s] 12/30 5.63G 0.9733 0.9752 1.177 37 800: 3%|▎ | 6/233 [00:01<00:59, 3.80it/s] 12/30 5.63G 0.9963 0.9693 1.193 42 800: 3%|▎ | 6/233 [00:01<00:59, 3.80it/s] 12/30 5.63G 0.9963 0.9693 1.193 42 800: 3%|▎ | 7/233 [00:01<00:58, 3.84it/s] 12/30 5.63G 1.001 0.9427 1.193 36 800: 3%|▎ | 7/233 [00:02<00:58, 3.84it/s] 12/30 5.63G 1.001 0.9427 1.193 36 800: 3%|▎ | 8/233 [00:02<01:00, 3.72it/s] 12/30 5.63G 1.018 0.9706 1.208 51 800: 3%|▎ | 8/233 [00:02<01:00, 3.72it/s] 12/30 5.63G 1.018 0.9706 1.208 51 800: 4%|▍ | 9/233 [00:02<00:59, 3.77it/s] 12/30 5.63G 1.013 0.9594 1.205 35 800: 4%|▍ | 9/233 [00:02<00:59, 3.77it/s] 12/30 5.63G 1.013 0.9594 1.205 35 800: 4%|▍ | 10/233 [00:02<00:59, 3.76it/s] 12/30 5.63G 1.013 0.9605 1.209 29 800: 4%|▍ | 10/233 [00:02<00:59, 3.76it/s] 12/30 5.63G 1.013 0.9605 1.209 29 800: 5%|▍ | 11/233 [00:02<00:58, 3.78it/s] 12/30 5.63G 1.012 0.965 1.207 36 800: 5%|▍ | 11/233 [00:03<00:58, 3.78it/s] 12/30 5.63G 1.012 0.965 1.207 36 800: 5%|▌ | 12/233 [00:03<00:58, 3.75it/s] 12/30 5.63G 1.006 0.9436 1.191 31 800: 5%|▌ | 12/233 [00:03<00:58, 3.75it/s] 12/30 5.63G 1.006 0.9436 1.191 31 800: 6%|▌ | 13/233 [00:03<00:58, 3.78it/s] 12/30 5.63G 1.027 0.9548 1.197 40 800: 6%|▌ | 13/233 [00:03<00:58, 3.78it/s] 12/30 5.63G 1.027 0.9548 1.197 40 800: 6%|▌ | 14/233 [00:03<00:58, 3.72it/s] 12/30 5.63G 1.023 0.9566 1.198 45 800: 6%|▌ | 14/233 [00:03<00:58, 3.72it/s] 12/30 5.63G 1.023 0.9566 1.198 45 800: 6%|▋ | 15/233 [00:03<00:57, 3.78it/s] 12/30 5.63G 1.022 0.9501 1.192 43 800: 6%|▋ | 15/233 [00:04<00:57, 3.78it/s] 12/30 5.63G 1.022 0.9501 1.192 43 800: 7%|▋ | 16/233 [00:04<00:58, 3.73it/s] 12/30 5.63G 1.01 0.9326 1.184 46 800: 7%|▋ | 16/233 [00:04<00:58, 3.73it/s] 12/30 5.63G 1.01 0.9326 1.184 46 800: 7%|▋ | 17/233 [00:04<00:57, 3.78it/s] 12/30 5.63G 1.023 0.9368 1.193 57 800: 7%|▋ | 17/233 [00:04<00:57, 3.78it/s] 12/30 5.63G 1.023 0.9368 1.193 57 800: 8%|▊ | 18/233 [00:04<00:56, 3.80it/s] 12/30 5.63G 1.028 0.937 1.188 48 800: 8%|▊ | 18/233 [00:05<00:56, 3.80it/s] 12/30 5.63G 1.028 0.937 1.188 48 800: 8%|▊ | 19/233 [00:05<00:55, 3.83it/s] 12/30 5.63G 1.027 0.9493 1.188 39 800: 8%|▊ | 19/233 [00:05<00:55, 3.83it/s] 12/30 5.63G 1.027 0.9493 1.188 39 800: 9%|▊ | 20/233 [00:05<00:56, 3.77it/s] 12/30 5.63G 1.033 0.958 1.186 49 800: 9%|▊ | 20/233 [00:05<00:56, 3.77it/s] 12/30 5.63G 1.033 0.958 1.186 49 800: 9%|▉ | 21/233 [00:05<00:55, 3.82it/s] 12/30 5.63G 1.031 0.9605 1.184 42 800: 9%|▉ | 21/233 [00:05<00:55, 3.82it/s] 12/30 5.63G 1.031 0.9605 1.184 42 800: 9%|▉ | 22/233 [00:05<00:54, 3.85it/s] 12/30 5.63G 1.035 0.9611 1.19 33 800: 9%|▉ | 22/233 [00:06<00:54, 3.85it/s] 12/30 5.63G 1.035 0.9611 1.19 33 800: 10%|▉ | 23/233 [00:06<00:54, 3.85it/s] 12/30 5.63G 1.033 0.9687 1.188 40 800: 10%|▉ | 23/233 [00:06<00:54, 3.85it/s] 12/30 5.63G 1.033 0.9687 1.188 40 800: 10%|█ | 24/233 [00:06<00:55, 3.80it/s] 12/30 5.63G 1.037 0.9682 1.192 47 800: 10%|█ | 24/233 [00:06<00:55, 3.80it/s] 12/30 5.63G 1.037 0.9682 1.192 47 800: 11%|█ | 25/233 [00:06<00:54, 3.83it/s] 12/30 5.63G 1.041 0.9797 1.199 44 800: 11%|█ | 25/233 [00:06<00:54, 3.83it/s] 12/30 5.63G 1.041 0.9797 1.199 44 800: 11%|█ | 26/233 [00:06<00:53, 3.85it/s] 12/30 5.63G 1.041 0.9822 1.2 58 800: 11%|█ | 26/233 [00:07<00:53, 3.85it/s] 12/30 5.63G 1.041 0.9822 1.2 58 800: 12%|█▏ | 27/233 [00:07<00:53, 3.86it/s] 12/30 5.63G 1.048 0.9918 1.209 40 800: 12%|█▏ | 27/233 [00:07<00:53, 3.86it/s] 12/30 5.63G 1.048 0.9918 1.209 40 800: 12%|█▏ | 28/233 [00:07<00:54, 3.79it/s] 12/30 5.63G 1.054 0.9999 1.211 39 800: 12%|█▏ | 28/233 [00:07<00:54, 3.79it/s] 12/30 5.63G 1.054 0.9999 1.211 39 800: 12%|█▏ | 29/233 [00:07<00:53, 3.79it/s] 12/30 5.63G 1.062 1.009 1.219 52 800: 12%|█▏ | 29/233 [00:07<00:53, 3.79it/s] 12/30 5.63G 1.062 1.009 1.219 52 800: 13%|█▎ | 30/233 [00:07<00:53, 3.80it/s] 12/30 5.63G 1.065 1.016 1.218 63 800: 13%|█▎ | 30/233 [00:08<00:53, 3.80it/s] 12/30 5.63G 1.065 1.016 1.218 63 800: 13%|█▎ | 31/233 [00:08<00:52, 3.82it/s] 12/30 5.63G 1.058 1.008 1.212 37 800: 13%|█▎ | 31/233 [00:08<00:52, 3.82it/s] 12/30 5.63G 1.058 1.008 1.212 37 800: 14%|█▎ | 32/233 [00:08<00:53, 3.77it/s] 12/30 5.63G 1.054 1.002 1.208 44 800: 14%|█▎ | 32/233 [00:08<00:53, 3.77it/s] 12/30 5.63G 1.054 1.002 1.208 44 800: 14%|█▍ | 33/233 [00:08<00:52, 3.78it/s] 12/30 5.63G 1.06 1.01 1.212 46 800: 14%|█▍ | 33/233 [00:08<00:52, 3.78it/s] 12/30 5.63G 1.06 1.01 1.212 46 800: 15%|█▍ | 34/233 [00:08<00:52, 3.82it/s] 12/30 5.63G 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1.205 47 800: 75%|███████▌ | 175/233 [00:47<00:15, 3.79it/s] 12/30 5.63G 1.04 0.9952 1.204 45 800: 75%|███████▌ | 175/233 [00:47<00:15, 3.79it/s] 12/30 5.63G 1.04 0.9952 1.204 45 800: 76%|███████▌ | 176/233 [00:47<00:15, 3.76it/s] 12/30 5.63G 1.04 0.9947 1.204 40 800: 76%|███████▌ | 176/233 [00:47<00:15, 3.76it/s] 12/30 5.63G 1.04 0.9947 1.204 40 800: 76%|███████▌ | 177/233 [00:47<00:14, 3.80it/s] 12/30 5.63G 1.039 0.9928 1.204 47 800: 76%|███████▌ | 177/233 [00:47<00:14, 3.80it/s] 12/30 5.63G 1.039 0.9928 1.204 47 800: 76%|███████▋ | 178/233 [00:47<00:14, 3.81it/s] 12/30 5.63G 1.039 0.9923 1.203 38 800: 76%|███████▋ | 178/233 [00:48<00:14, 3.81it/s] 12/30 5.63G 1.039 0.9923 1.203 38 800: 77%|███████▋ | 179/233 [00:48<00:14, 3.79it/s] 12/30 5.63G 1.039 0.9928 1.203 52 800: 77%|███████▋ | 179/233 [00:48<00:14, 3.79it/s] 12/30 5.63G 1.039 0.9928 1.203 52 800: 77%|███████▋ | 180/233 [00:48<00:14, 3.70it/s] 12/30 5.63G 1.039 0.9922 1.203 40 800: 77%|███████▋ | 180/233 [00:48<00:14, 3.70it/s] 12/30 5.63G 1.039 0.9922 1.203 40 800: 78%|███████▊ | 181/233 [00:48<00:13, 3.73it/s] 12/30 5.63G 1.039 0.9916 1.203 41 800: 78%|███████▊ | 181/233 [00:48<00:13, 3.73it/s] 12/30 5.63G 1.039 0.9916 1.203 41 800: 78%|███████▊ | 182/233 [00:48<00:13, 3.75it/s] 12/30 5.63G 1.038 0.9904 1.202 39 800: 78%|███████▊ | 182/233 [00:49<00:13, 3.75it/s] 12/30 5.63G 1.038 0.9904 1.202 39 800: 79%|███████▊ | 183/233 [00:49<00:13, 3.77it/s] 12/30 5.63G 1.037 0.9896 1.202 39 800: 79%|███████▊ | 183/233 [00:49<00:13, 3.77it/s] 12/30 5.63G 1.037 0.9896 1.202 39 800: 79%|███████▉ | 184/233 [00:49<00:13, 3.71it/s] 12/30 5.63G 1.037 0.9893 1.201 41 800: 79%|███████▉ | 184/233 [00:49<00:13, 3.71it/s] 12/30 5.63G 1.037 0.9893 1.201 41 800: 79%|███████▉ | 185/233 [00:49<00:12, 3.72it/s] 12/30 5.63G 1.038 0.9907 1.202 57 800: 79%|███████▉ | 185/233 [00:50<00:12, 3.72it/s] 12/30 5.63G 1.038 0.9907 1.202 57 800: 80%|███████▉ | 186/233 [00:50<00:12, 3.71it/s] 12/30 5.63G 1.038 0.9904 1.201 44 800: 80%|███████▉ | 186/233 [00:50<00:12, 3.71it/s] 12/30 5.63G 1.038 0.9904 1.201 44 800: 80%|████████ | 187/233 [00:50<00:12, 3.70it/s] 12/30 5.63G 1.037 0.9892 1.2 46 800: 80%|████████ | 187/233 [00:50<00:12, 3.70it/s] 12/30 5.63G 1.037 0.9892 1.2 46 800: 81%|████████ | 188/233 [00:50<00:12, 3.63it/s] 12/30 5.63G 1.037 0.9885 1.2 30 800: 81%|████████ | 188/233 [00:50<00:12, 3.63it/s] 12/30 5.63G 1.037 0.9885 1.2 30 800: 81%|████████ | 189/233 [00:50<00:11, 3.71it/s] 12/30 5.63G 1.037 0.9888 1.2 63 800: 81%|████████ | 189/233 [00:51<00:11, 3.71it/s] 12/30 5.63G 1.037 0.9888 1.2 63 800: 82%|████████▏ | 190/233 [00:51<00:11, 3.74it/s] 12/30 5.63G 1.036 0.9889 1.2 48 800: 82%|████████▏ | 190/233 [00:51<00:11, 3.74it/s] 12/30 5.63G 1.036 0.9889 1.2 48 800: 82%|████████▏ | 191/233 [00:51<00:11, 3.78it/s] 12/30 5.63G 1.037 0.9885 1.201 37 800: 82%|████████▏ | 191/233 [00:51<00:11, 3.78it/s] 12/30 5.63G 1.037 0.9885 1.201 37 800: 82%|████████▏ | 192/233 [00:51<00:11, 3.63it/s] 12/30 5.63G 1.037 0.9887 1.201 37 800: 82%|████████▏ | 192/233 [00:51<00:11, 3.63it/s] 12/30 5.63G 1.037 0.9887 1.201 37 800: 83%|████████▎ | 193/233 [00:51<00:10, 3.71it/s] 12/30 5.63G 1.036 0.9879 1.2 53 800: 83%|████████▎ | 193/233 [00:52<00:10, 3.71it/s] 12/30 5.63G 1.036 0.9879 1.2 53 800: 83%|████████▎ | 194/233 [00:52<00:10, 3.77it/s] 12/30 5.63G 1.036 0.9879 1.2 49 800: 83%|████████▎ | 194/233 [00:52<00:10, 3.77it/s] 12/30 5.63G 1.036 0.9879 1.2 49 800: 84%|████████▎ | 195/233 [00:52<00:10, 3.80it/s] 12/30 5.63G 1.037 0.9894 1.2 47 800: 84%|████████▎ | 195/233 [00:52<00:10, 3.80it/s] 12/30 5.63G 1.037 0.9894 1.2 47 800: 84%|████████▍ | 196/233 [00:52<00:09, 3.72it/s] 12/30 5.63G 1.037 0.99 1.2 39 800: 84%|████████▍ | 196/233 [00:53<00:09, 3.72it/s] 12/30 5.63G 1.037 0.99 1.2 39 800: 85%|████████▍ | 197/233 [00:53<00:09, 3.70it/s] 12/30 5.63G 1.037 0.9899 1.2 32 800: 85%|████████▍ | 197/233 [00:53<00:09, 3.70it/s] 12/30 5.63G 1.037 0.9899 1.2 32 800: 85%|████████▍ | 198/233 [00:53<00:09, 3.66it/s] 12/30 5.63G 1.038 0.9915 1.201 47 800: 85%|████████▍ | 198/233 [00:53<00:09, 3.66it/s] 12/30 5.63G 1.038 0.9915 1.201 47 800: 85%|████████▌ | 199/233 [00:53<00:09, 3.67it/s] 12/30 5.63G 1.038 0.9904 1.2 37 800: 85%|████████▌ | 199/233 [00:53<00:09, 3.67it/s] 12/30 5.63G 1.038 0.9904 1.2 37 800: 86%|████████▌ | 200/233 [00:53<00:09, 3.57it/s] 12/30 5.63G 1.037 0.9899 1.2 43 800: 86%|████████▌ | 200/233 [00:54<00:09, 3.57it/s] 12/30 5.63G 1.037 0.9899 1.2 43 800: 86%|████████▋ | 201/233 [00:54<00:08, 3.59it/s] 12/30 5.63G 1.036 0.9904 1.2 28 800: 86%|████████▋ | 201/233 [00:54<00:08, 3.59it/s] 12/30 5.63G 1.036 0.9904 1.2 28 800: 87%|████████▋ | 202/233 [00:54<00:08, 3.68it/s] 12/30 5.63G 1.036 0.9896 1.199 44 800: 87%|████████▋ | 202/233 [00:54<00:08, 3.68it/s] 12/30 5.63G 1.036 0.9896 1.199 44 800: 87%|████████▋ | 203/233 [00:54<00:08, 3.74it/s] 12/30 5.63G 1.036 0.9895 1.2 36 800: 87%|████████▋ | 203/233 [00:54<00:08, 3.74it/s] 12/30 5.63G 1.036 0.9895 1.2 36 800: 88%|████████▊ | 204/233 [00:54<00:07, 3.71it/s] 12/30 5.63G 1.038 0.9907 1.201 41 800: 88%|████████▊ | 204/233 [00:55<00:07, 3.71it/s] 12/30 5.63G 1.038 0.9907 1.201 41 800: 88%|████████▊ | 205/233 [00:55<00:07, 3.78it/s] 12/30 5.63G 1.038 0.9912 1.201 47 800: 88%|████████▊ | 205/233 [00:55<00:07, 3.78it/s] 12/30 5.63G 1.038 0.9912 1.201 47 800: 88%|████████▊ | 206/233 [00:55<00:07, 3.81it/s] 12/30 5.63G 1.038 0.9913 1.201 41 800: 88%|████████▊ | 206/233 [00:55<00:07, 3.81it/s] 12/30 5.63G 1.038 0.9913 1.201 41 800: 89%|████████▉ | 207/233 [00:55<00:06, 3.81it/s] 12/30 5.63G 1.038 0.9911 1.201 43 800: 89%|████████▉ | 207/233 [00:56<00:06, 3.81it/s] 12/30 5.63G 1.038 0.9911 1.201 43 800: 89%|████████▉ | 208/233 [00:56<00:06, 3.66it/s] 12/30 5.63G 1.038 0.9916 1.2 44 800: 89%|████████▉ | 208/233 [00:56<00:06, 3.66it/s] 12/30 5.63G 1.038 0.9916 1.2 44 800: 90%|████████▉ | 209/233 [00:56<00:06, 3.72it/s] 12/30 5.63G 1.038 0.9906 1.2 42 800: 90%|████████▉ | 209/233 [00:56<00:06, 3.72it/s] 12/30 5.63G 1.038 0.9906 1.2 42 800: 90%|█████████ | 210/233 [00:56<00:06, 3.78it/s] 12/30 5.63G 1.038 0.9901 1.2 37 800: 90%|█████████ | 210/233 [00:56<00:06, 3.78it/s] 12/30 5.63G 1.038 0.9901 1.2 37 800: 91%|█████████ | 211/233 [00:56<00:05, 3.82it/s] 12/30 5.63G 1.038 0.9902 1.2 31 800: 91%|█████████ | 211/233 [00:57<00:05, 3.82it/s] 12/30 5.63G 1.038 0.9902 1.2 31 800: 91%|█████████ | 212/233 [00:57<00:05, 3.76it/s] 12/30 5.63G 1.038 0.9907 1.201 36 800: 91%|█████████ | 212/233 [00:57<00:05, 3.76it/s] 12/30 5.63G 1.038 0.9907 1.201 36 800: 91%|█████████▏| 213/233 [00:57<00:05, 3.81it/s] 12/30 5.63G 1.038 0.9909 1.201 44 800: 91%|█████████▏| 213/233 [00:57<00:05, 3.81it/s] 12/30 5.63G 1.038 0.9909 1.201 44 800: 92%|█████████▏| 214/233 [00:57<00:04, 3.85it/s] 12/30 5.63G 1.037 0.9905 1.201 45 800: 92%|█████████▏| 214/233 [00:57<00:04, 3.85it/s] 12/30 5.63G 1.037 0.9905 1.201 45 800: 92%|█████████▏| 215/233 [00:57<00:04, 3.87it/s] 12/30 5.63G 1.037 0.9905 1.2 34 800: 92%|█████████▏| 215/233 [00:58<00:04, 3.87it/s] 12/30 5.63G 1.037 0.9905 1.2 34 800: 93%|█████████▎| 216/233 [00:58<00:04, 3.79it/s] 12/30 5.63G 1.038 0.9904 1.2 47 800: 93%|█████████▎| 216/233 [00:58<00:04, 3.79it/s] 12/30 5.63G 1.038 0.9904 1.2 47 800: 93%|█████████▎| 217/233 [00:58<00:04, 3.83it/s] 12/30 5.63G 1.038 0.9901 1.2 47 800: 93%|█████████▎| 217/233 [00:58<00:04, 3.83it/s] 12/30 5.63G 1.038 0.9901 1.2 47 800: 94%|█████████▎| 218/233 [00:58<00:03, 3.85it/s] 12/30 5.63G 1.037 0.9898 1.2 41 800: 94%|█████████▎| 218/233 [00:58<00:03, 3.85it/s] 12/30 5.63G 1.037 0.9898 1.2 41 800: 94%|█████████▍| 219/233 [00:58<00:03, 3.86it/s] 12/30 5.63G 1.038 0.9901 1.2 43 800: 94%|█████████▍| 219/233 [00:59<00:03, 3.86it/s] 12/30 5.63G 1.038 0.9901 1.2 43 800: 94%|█████████▍| 220/233 [00:59<00:03, 3.77it/s] 12/30 5.63G 1.038 0.9913 1.2 52 800: 94%|█████████▍| 220/233 [00:59<00:03, 3.77it/s] 12/30 5.63G 1.038 0.9913 1.2 52 800: 95%|█████████▍| 221/233 [00:59<00:03, 3.81it/s] 12/30 5.63G 1.037 0.9912 1.2 29 800: 95%|█████████▍| 221/233 [00:59<00:03, 3.81it/s] 12/30 5.63G 1.037 0.9912 1.2 29 800: 95%|█████████▌| 222/233 [00:59<00:02, 3.84it/s] 12/30 5.63G 1.036 0.99 1.199 37 800: 95%|█████████▌| 222/233 [00:59<00:02, 3.84it/s] 12/30 5.63G 1.036 0.99 1.199 37 800: 96%|█████████▌| 223/233 [00:59<00:02, 3.85it/s] 12/30 5.63G 1.036 0.9896 1.199 43 800: 96%|█████████▌| 223/233 [01:00<00:02, 3.85it/s] 12/30 5.63G 1.036 0.9896 1.199 43 800: 96%|█████████▌| 224/233 [01:00<00:02, 3.70it/s] 12/30 5.63G 1.035 0.9888 1.199 38 800: 96%|█████████▌| 224/233 [01:00<00:02, 3.70it/s] 12/30 5.63G 1.035 0.9888 1.199 38 800: 97%|█████████▋| 225/233 [01:00<00:02, 3.68it/s] 12/30 5.63G 1.035 0.9887 1.199 38 800: 97%|█████████▋| 225/233 [01:00<00:02, 3.68it/s] 12/30 5.63G 1.035 0.9887 1.199 38 800: 97%|█████████▋| 226/233 [01:00<00:01, 3.73it/s] 12/30 5.63G 1.034 0.9886 1.199 33 800: 97%|█████████▋| 226/233 [01:00<00:01, 3.73it/s] 12/30 5.63G 1.034 0.9886 1.199 33 800: 97%|█████████▋| 227/233 [01:00<00:01, 3.79it/s] 12/30 5.63G 1.035 0.9889 1.199 55 800: 97%|█████████▋| 227/233 [01:01<00:01, 3.79it/s] 12/30 5.63G 1.035 0.9889 1.199 55 800: 98%|█████████▊| 228/233 [01:01<00:01, 3.75it/s] 12/30 5.63G 1.036 0.9885 1.2 45 800: 98%|█████████▊| 228/233 [01:01<00:01, 3.75it/s] 12/30 5.63G 1.036 0.9885 1.2 45 800: 98%|█████████▊| 229/233 [01:01<00:01, 3.80it/s] 12/30 5.63G 1.036 0.988 1.199 38 800: 98%|█████████▊| 229/233 [01:01<00:01, 3.80it/s] 12/30 5.63G 1.036 0.988 1.199 38 800: 99%|█████████▊| 230/233 [01:01<00:00, 3.84it/s] 12/30 5.63G 1.036 0.9884 1.199 52 800: 99%|█████████▊| 230/233 [01:02<00:00, 3.84it/s] 12/30 5.63G 1.036 0.9884 1.199 52 800: 99%|█████████▉| 231/233 [01:02<00:00, 3.85it/s] 12/30 5.63G 1.036 0.9882 1.2 38 800: 99%|█████████▉| 231/233 [01:02<00:00, 3.85it/s] 12/30 5.63G 1.036 0.9882 1.2 38 800: 100%|█████████▉| 232/233 [01:02<00:00, 3.79it/s] 12/30 6.22G 1.037 0.9884 1.2 15 800: 100%|█████████▉| 232/233 [01:02<00:00, 3.79it/s] 12/30 6.22G 1.037 0.9884 1.2 15 800: 100%|██████████| 233/233 [01:02<00:00, 3.73it/s] Class Images Instances Box(P R mAP50 mAP50-95): 0%| | 0/7 [00:00<?, ?it/s] Class Images Instances Box(P R mAP50 mAP50-95): 14%|█▍ | 1/7 [00:00<00:01, 4.67it/s] Class Images Instances Box(P R mAP50 mAP50-95): 29%|██▊ | 2/7 [00:00<00:01, 4.67it/s] Class Images Instances Box(P R mAP50 mAP50-95): 43%|████▎ | 3/7 [00:00<00:00, 4.75it/s] Class Images Instances Box(P R mAP50 mAP50-95): 57%|█████▋ | 4/7 [00:00<00:00, 4.66it/s] Class Images Instances Box(P R mAP50 mAP50-95): 71%|███████▏ | 5/7 [00:01<00:00, 4.67it/s] Class Images Instances Box(P R mAP50 mAP50-95): 86%|████████▌ | 6/7 [00:01<00:00, 4.53it/s] Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 7/7 [00:01<00:00, 5.09it/s] all 200 249 0.753 0.699 0.716 0.429 Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size 0%| | 0/233 [00:00<?, ?it/s] 13/30 5.6G 0.9988 0.917 1.218 39 800: 0%| | 0/233 [00:00<?, ?it/s] 13/30 5.6G 0.9988 0.917 1.218 39 800: 0%| | 1/233 [00:00<01:07, 3.42it/s] 13/30 5.62G 1.128 1.052 1.292 51 800: 0%| | 1/233 [00:00<01:07, 3.42it/s] 13/30 5.62G 1.128 1.052 1.292 51 800: 1%| | 2/233 [00:00<01:03, 3.66it/s] 13/30 5.63G 1.115 1.062 1.267 47 800: 1%| | 2/233 [00:00<01:03, 3.66it/s] 13/30 5.63G 1.115 1.062 1.267 47 800: 1%|▏ | 3/233 [00:00<01:02, 3.68it/s] 13/30 5.63G 1.058 1.06 1.249 37 800: 1%|▏ | 3/233 [00:01<01:02, 3.68it/s] 13/30 5.63G 1.058 1.06 1.249 37 800: 2%|▏ | 4/233 [00:01<01:00, 3.78it/s] 13/30 5.63G 1.088 1.104 1.258 50 800: 2%|▏ | 4/233 [00:01<01:00, 3.78it/s] 13/30 5.63G 1.088 1.104 1.258 50 800: 2%|▏ | 5/233 [00:01<00:59, 3.83it/s] 13/30 5.63G 1.064 1.125 1.253 45 800: 2%|▏ | 5/233 [00:01<00:59, 3.83it/s] 13/30 5.63G 1.064 1.125 1.253 45 800: 3%|▎ | 6/233 [00:01<00:58, 3.87it/s] 13/30 5.63G 1.036 1.073 1.239 34 800: 3%|▎ | 6/233 [00:01<00:58, 3.87it/s] 13/30 5.63G 1.036 1.073 1.239 34 800: 3%|▎ | 7/233 [00:01<00:59, 3.82it/s] 13/30 5.63G 1.035 1.057 1.248 40 800: 3%|▎ | 7/233 [00:02<00:59, 3.82it/s] 13/30 5.63G 1.035 1.057 1.248 40 800: 3%|▎ | 8/233 [00:02<00:58, 3.83it/s] 13/30 5.63G 1.028 1.041 1.234 41 800: 3%|▎ | 8/233 [00:02<00:58, 3.83it/s] 13/30 5.63G 1.028 1.041 1.234 41 800: 4%|▍ | 9/233 [00:02<00:58, 3.81it/s] 13/30 5.63G 1.039 1.036 1.232 44 800: 4%|▍ | 9/233 [00:02<00:58, 3.81it/s] 13/30 5.63G 1.039 1.036 1.232 44 800: 4%|▍ | 10/233 [00:02<00:58, 3.80it/s] 13/30 5.63G 1.048 1.038 1.236 36 800: 4%|▍ | 10/233 [00:02<00:58, 3.80it/s] 13/30 5.63G 1.048 1.038 1.236 36 800: 5%|▍ | 11/233 [00:02<00:59, 3.72it/s] 13/30 5.63G 1.042 1.032 1.229 52 800: 5%|▍ | 11/233 [00:03<00:59, 3.72it/s] 13/30 5.63G 1.042 1.032 1.229 52 800: 5%|▌ | 12/233 [00:03<00:58, 3.77it/s] 13/30 5.63G 1.03 1.01 1.217 38 800: 5%|▌ | 12/233 [00:03<00:58, 3.77it/s] 13/30 5.63G 1.03 1.01 1.217 38 800: 6%|▌ | 13/233 [00:03<00:57, 3.81it/s] 13/30 5.63G 1.028 0.9988 1.209 42 800: 6%|▌ | 13/233 [00:03<00:57, 3.81it/s] 13/30 5.63G 1.028 0.9988 1.209 42 800: 6%|▌ | 14/233 [00:03<00:57, 3.84it/s] 13/30 5.63G 1.023 0.9983 1.203 46 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0.9722 1.187 88 800: 12%|█▏ | 27/233 [00:07<00:53, 3.82it/s] 13/30 5.63G 1.018 0.9722 1.187 88 800: 12%|█▏ | 28/233 [00:07<00:53, 3.82it/s] 13/30 5.63G 1.021 0.9756 1.186 59 800: 12%|█▏ | 28/233 [00:07<00:53, 3.82it/s] 13/30 5.63G 1.021 0.9756 1.186 59 800: 12%|█▏ | 29/233 [00:07<00:53, 3.83it/s] 13/30 5.63G 1.023 0.9738 1.188 41 800: 12%|█▏ | 29/233 [00:07<00:53, 3.83it/s] 13/30 5.63G 1.023 0.9738 1.188 41 800: 13%|█▎ | 30/233 [00:07<00:52, 3.85it/s] 13/30 5.63G 1.018 0.967 1.185 36 800: 13%|█▎ | 30/233 [00:08<00:52, 3.85it/s] 13/30 5.63G 1.018 0.967 1.185 36 800: 13%|█▎ | 31/233 [00:08<00:53, 3.78it/s] 13/30 5.63G 1.022 0.9709 1.185 55 800: 13%|█▎ | 31/233 [00:08<00:53, 3.78it/s] 13/30 5.63G 1.022 0.9709 1.185 55 800: 14%|█▎ | 32/233 [00:08<00:52, 3.82it/s] 13/30 5.63G 1.027 0.9754 1.191 35 800: 14%|█▎ | 32/233 [00:08<00:52, 3.82it/s] 13/30 5.63G 1.027 0.9754 1.191 35 800: 14%|█▍ | 33/233 [00:08<00:51, 3.85it/s] 13/30 5.63G 1.024 0.9755 1.189 46 800: 14%|█▍ | 33/233 [00:08<00:51, 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[01:00<00:03, 3.62it/s] 13/30 5.63G 1.028 0.9724 1.19 41 800: 94%|█████████▍| 220/233 [01:00<00:03, 3.69it/s] 13/30 5.63G 1.027 0.9708 1.19 35 800: 94%|█████████▍| 220/233 [01:00<00:03, 3.69it/s] 13/30 5.63G 1.027 0.9708 1.19 35 800: 95%|█████████▍| 221/233 [01:00<00:03, 3.76it/s] 13/30 5.63G 1.027 0.9707 1.189 39 800: 95%|█████████▍| 221/233 [01:00<00:03, 3.76it/s] 13/30 5.63G 1.027 0.9707 1.189 39 800: 95%|█████████▌| 222/233 [01:00<00:02, 3.81it/s] 13/30 5.63G 1.026 0.97 1.189 51 800: 95%|█████████▌| 222/233 [01:01<00:02, 3.81it/s] 13/30 5.63G 1.026 0.97 1.189 51 800: 96%|█████████▌| 223/233 [01:01<00:02, 3.65it/s] 13/30 5.63G 1.026 0.9692 1.188 39 800: 96%|█████████▌| 223/233 [01:01<00:02, 3.65it/s] 13/30 5.63G 1.026 0.9692 1.188 39 800: 96%|█████████▌| 224/233 [01:01<00:02, 3.70it/s] 13/30 5.63G 1.025 0.9692 1.188 46 800: 96%|█████████▌| 224/233 [01:01<00:02, 3.70it/s] 13/30 5.63G 1.025 0.9692 1.188 46 800: 97%|█████████▋| 225/233 [01:01<00:02, 3.75it/s] 13/30 5.63G 1.025 0.9692 1.188 46 800: 97%|█████████▋| 225/233 [01:01<00:02, 3.75it/s] 13/30 5.63G 1.025 0.9692 1.188 46 800: 97%|█████████▋| 226/233 [01:01<00:01, 3.79it/s] 13/30 5.63G 1.025 0.969 1.188 38 800: 97%|█████████▋| 226/233 [01:02<00:01, 3.79it/s] 13/30 5.63G 1.025 0.969 1.188 38 800: 97%|█████████▋| 227/233 [01:02<00:01, 3.74it/s] 13/30 5.63G 1.024 0.9683 1.188 36 800: 97%|█████████▋| 227/233 [01:02<00:01, 3.74it/s] 13/30 5.63G 1.024 0.9683 1.188 36 800: 98%|█████████▊| 228/233 [01:02<00:01, 3.78it/s] 13/30 5.63G 1.024 0.9678 1.188 44 800: 98%|█████████▊| 228/233 [01:02<00:01, 3.78it/s] 13/30 5.63G 1.024 0.9678 1.188 44 800: 98%|█████████▊| 229/233 [01:02<00:01, 3.80it/s] 13/30 5.63G 1.024 0.9684 1.187 45 800: 98%|█████████▊| 229/233 [01:03<00:01, 3.80it/s] 13/30 5.63G 1.024 0.9684 1.187 45 800: 99%|█████████▊| 230/233 [01:03<00:00, 3.80it/s] 13/30 5.63G 1.024 0.968 1.187 44 800: 99%|█████████▊| 230/233 [01:03<00:00, 3.80it/s] 13/30 5.63G 1.024 0.968 1.187 44 800: 99%|█████████▉| 231/233 [01:03<00:00, 3.74it/s] 13/30 5.63G 1.023 0.9674 1.187 44 800: 99%|█████████▉| 231/233 [01:03<00:00, 3.74it/s] 13/30 5.63G 1.023 0.9674 1.187 44 800: 100%|█████████▉| 232/233 [01:03<00:00, 3.72it/s] 13/30 6.22G 1.023 0.9667 1.187 14 800: 100%|█████████▉| 232/233 [01:03<00:00, 3.72it/s] 13/30 6.22G 1.023 0.9667 1.187 14 800: 100%|██████████| 233/233 [01:03<00:00, 4.51it/s] 13/30 6.22G 1.023 0.9667 1.187 14 800: 100%|██████████| 233/233 [01:03<00:00, 3.66it/s] Class Images Instances Box(P R mAP50 mAP50-95): 0%| | 0/7 [00:00<?, ?it/s] Class Images Instances Box(P R mAP50 mAP50-95): 14%|█▍ | 1/7 [00:00<00:01, 4.47it/s] Class Images Instances Box(P R mAP50 mAP50-95): 29%|██▊ | 2/7 [00:00<00:01, 4.25it/s] Class Images Instances Box(P R mAP50 mAP50-95): 43%|████▎ | 3/7 [00:00<00:00, 4.16it/s] Class Images Instances Box(P R mAP50 mAP50-95): 57%|█████▋ | 4/7 [00:00<00:00, 4.08it/s] Class Images Instances Box(P R mAP50 mAP50-95): 71%|███████▏ | 5/7 [00:01<00:00, 4.22it/s] Class Images Instances Box(P R mAP50 mAP50-95): 86%|████████▌ | 6/7 [00:01<00:00, 4.16it/s] Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 7/7 [00:01<00:00, 4.66it/s] all 200 249 0.787 0.636 0.711 0.43 Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size 0%| | 0/233 [00:00<?, ?it/s] 14/30 5.62G 1.034 0.879 1.115 50 800: 0%| | 0/233 [00:00<?, ?it/s] 14/30 5.62G 1.034 0.879 1.115 50 800: 0%| | 1/233 [00:00<01:06, 3.49it/s] 14/30 5.64G 1.053 0.9814 1.141 35 800: 0%| | 1/233 [00:00<01:06, 3.49it/s] 14/30 5.64G 1.053 0.9814 1.141 35 800: 1%| | 2/233 [00:00<01:04, 3.56it/s] 14/30 5.64G 0.9672 0.8849 1.137 34 800: 1%| | 2/233 [00:00<01:04, 3.56it/s] 14/30 5.64G 0.9672 0.8849 1.137 34 800: 1%|▏ | 3/233 [00:00<01:02, 3.71it/s] 14/30 5.64G 0.9173 0.8396 1.131 50 800: 1%|▏ | 3/233 [00:01<01:02, 3.71it/s] 14/30 5.64G 0.9173 0.8396 1.131 50 800: 2%|▏ | 4/233 [00:01<01:00, 3.77it/s] 14/30 5.64G 0.9464 0.8684 1.144 45 800: 2%|▏ | 4/233 [00:01<01:00, 3.77it/s] 14/30 5.64G 0.9464 0.8684 1.144 45 800: 2%|▏ | 5/233 [00:01<00:59, 3.82it/s] 14/30 5.64G 0.9308 0.8444 1.139 40 800: 2%|▏ | 5/233 [00:01<00:59, 3.82it/s] 14/30 5.64G 0.9308 0.8444 1.139 40 800: 3%|▎ | 6/233 [00:01<01:01, 3.71it/s] 14/30 5.64G 0.9414 0.8838 1.156 51 800: 3%|▎ | 6/233 [00:01<01:01, 3.71it/s] 14/30 5.64G 0.9414 0.8838 1.156 51 800: 3%|▎ | 7/233 [00:01<01:00, 3.76it/s] 14/30 5.64G 0.983 0.8974 1.168 41 800: 3%|▎ | 7/233 [00:02<01:00, 3.76it/s] 14/30 5.64G 0.983 0.8974 1.168 41 800: 3%|▎ | 8/233 [00:02<00:59, 3.78it/s] 14/30 5.64G 0.9929 0.9111 1.179 48 800: 3%|▎ | 8/233 [00:02<00:59, 3.78it/s] 14/30 5.64G 0.9929 0.9111 1.179 48 800: 4%|▍ | 9/233 [00:02<00:59, 3.79it/s] 14/30 5.64G 0.9898 0.9017 1.188 32 800: 4%|▍ | 9/233 [00:02<00:59, 3.79it/s] 14/30 5.64G 0.9898 0.9017 1.188 32 800: 4%|▍ | 10/233 [00:02<00:59, 3.75it/s] 14/30 5.64G 0.9919 0.9212 1.186 48 800: 4%|▍ | 10/233 [00:02<00:59, 3.75it/s] 14/30 5.64G 0.9919 0.9212 1.186 48 800: 5%|▍ | 11/233 [00:02<00:58, 3.79it/s] 14/30 5.64G 0.985 0.9212 1.188 34 800: 5%|▍ | 11/233 [00:03<00:58, 3.79it/s] 14/30 5.64G 0.985 0.9212 1.188 34 800: 5%|▌ | 12/233 [00:03<00:57, 3.82it/s] 14/30 5.64G 0.9807 0.9101 1.181 37 800: 5%|▌ | 12/233 [00:03<00:57, 3.82it/s] 14/30 5.64G 0.9807 0.9101 1.181 37 800: 6%|▌ | 13/233 [00:03<00:57, 3.82it/s] 14/30 5.64G 0.9898 0.9058 1.192 37 800: 6%|▌ | 13/233 [00:03<00:57, 3.82it/s] 14/30 5.64G 0.9898 0.9058 1.192 37 800: 6%|▌ | 14/233 [00:03<00:58, 3.75it/s] 14/30 5.64G 0.983 0.9037 1.185 46 800: 6%|▌ | 14/233 [00:03<00:58, 3.75it/s] 14/30 5.64G 0.983 0.9037 1.185 46 800: 6%|▋ | 15/233 [00:03<00:57, 3.79it/s] 14/30 5.64G 0.9945 0.9258 1.194 39 800: 6%|▋ | 15/233 [00:04<00:57, 3.79it/s] 14/30 5.64G 0.9945 0.9258 1.194 39 800: 7%|▋ | 16/233 [00:04<00:57, 3.81it/s] 14/30 5.64G 0.9965 0.9261 1.192 49 800: 7%|▋ | 16/233 [00:04<00:57, 3.81it/s] 14/30 5.64G 0.9965 0.9261 1.192 49 800: 7%|▋ | 17/233 [00:04<00:56, 3.82it/s] 14/30 5.64G 0.9935 0.9244 1.188 45 800: 7%|▋ | 17/233 [00:04<00:56, 3.82it/s] 14/30 5.64G 0.9935 0.9244 1.188 45 800: 8%|▊ | 18/233 [00:04<00:57, 3.77it/s] 14/30 5.64G 0.9932 0.9133 1.184 38 800: 8%|▊ | 18/233 [00:05<00:57, 3.77it/s] 14/30 5.64G 0.9932 0.9133 1.184 38 800: 8%|▊ | 19/233 [00:05<00:56, 3.81it/s] 14/30 5.64G 0.9916 0.9133 1.184 41 800: 8%|▊ | 19/233 [00:05<00:56, 3.81it/s] 14/30 5.64G 0.9916 0.9133 1.184 41 800: 9%|▊ | 20/233 [00:05<00:55, 3.82it/s] 14/30 5.64G 0.9918 0.9124 1.183 42 800: 9%|▊ | 20/233 [00:05<00:55, 3.82it/s] 14/30 5.64G 0.9918 0.9124 1.183 42 800: 9%|▉ | 21/233 [00:05<00:56, 3.78it/s] 14/30 5.64G 0.9968 0.916 1.183 42 800: 9%|▉ | 21/233 [00:05<00:56, 3.78it/s] 14/30 5.64G 0.9968 0.916 1.183 42 800: 9%|▉ | 22/233 [00:05<00:56, 3.73it/s] 14/30 5.64G 1.001 0.9263 1.185 44 800: 9%|▉ | 22/233 [00:06<00:56, 3.73it/s] 14/30 5.64G 1.001 0.9263 1.185 44 800: 10%|▉ | 23/233 [00:06<00:55, 3.77it/s] 14/30 5.64G 0.9995 0.9184 1.181 43 800: 10%|▉ | 23/233 [00:06<00:55, 3.77it/s] 14/30 5.64G 0.9995 0.9184 1.181 43 800: 10%|█ | 24/233 [00:06<00:54, 3.81it/s] 14/30 5.64G 1 0.9194 1.178 46 800: 10%|█ | 24/233 [00:06<00:54, 3.81it/s] 14/30 5.64G 1 0.9194 1.178 46 800: 11%|█ | 25/233 [00:06<00:55, 3.78it/s] 14/30 5.64G 1.006 0.9266 1.184 47 800: 11%|█ | 25/233 [00:06<00:55, 3.78it/s] 14/30 5.64G 1.006 0.9266 1.184 47 800: 11%|█ | 26/233 [00:06<00:55, 3.74it/s] 14/30 5.64G 1.007 0.9203 1.183 32 800: 11%|█ | 26/233 [00:07<00:55, 3.74it/s] 14/30 5.64G 1.007 0.9203 1.183 32 800: 12%|█▏ | 27/233 [00:07<00:54, 3.78it/s] 14/30 5.64G 1.012 0.9206 1.185 51 800: 12%|█▏ | 27/233 [00:07<00:54, 3.78it/s] 14/30 5.64G 1.012 0.9206 1.185 51 800: 12%|█▏ | 28/233 [00:07<00:54, 3.78it/s] 14/30 5.64G 1.013 0.9317 1.186 47 800: 12%|█▏ | 28/233 [00:07<00:54, 3.78it/s] 14/30 5.64G 1.013 0.9317 1.186 47 800: 12%|█▏ | 29/233 [00:07<00:54, 3.73it/s] 14/30 5.64G 1.014 0.9272 1.187 37 800: 12%|█▏ | 29/233 [00:08<00:54, 3.73it/s] 14/30 5.64G 1.014 0.9272 1.187 37 800: 13%|█▎ | 30/233 [00:08<00:56, 3.57it/s] 14/30 5.64G 1.014 0.9311 1.186 56 800: 13%|█▎ | 30/233 [00:08<00:56, 3.57it/s] 14/30 5.64G 1.014 0.9311 1.186 56 800: 13%|█▎ | 31/233 [00:08<00:55, 3.65it/s] 14/30 5.64G 1.011 0.9251 1.184 46 800: 13%|█▎ | 31/233 [00:08<00:55, 3.65it/s] 14/30 5.64G 1.011 0.9251 1.184 46 800: 14%|█▎ | 32/233 [00:08<00:54, 3.69it/s] 14/30 5.64G 1.009 0.9178 1.182 40 800: 14%|█▎ | 32/233 [00:08<00:54, 3.69it/s] 14/30 5.64G 1.009 0.9178 1.182 40 800: 14%|█▍ | 33/233 [00:08<00:55, 3.63it/s] 14/30 5.64G 1.008 0.9215 1.181 53 800: 14%|█▍ | 33/233 [00:09<00:55, 3.63it/s] 14/30 5.64G 1.008 0.9215 1.181 53 800: 15%|█▍ | 34/233 [00:09<00:56, 3.55it/s] 14/30 5.64G 1.008 0.9204 1.182 40 800: 15%|█▍ | 34/233 [00:09<00:56, 3.55it/s] 14/30 5.64G 1.008 0.9204 1.182 40 800: 15%|█▌ | 35/233 [00:09<00:54, 3.63it/s] 14/30 5.64G 1.008 0.922 1.182 43 800: 15%|█▌ | 35/233 [00:09<00:54, 3.63it/s] 14/30 5.64G 1.008 0.922 1.182 43 800: 15%|█▌ | 36/233 [00:09<00:53, 3.69it/s] 14/30 5.64G 1.008 0.9221 1.183 47 800: 15%|█▌ | 36/233 [00:09<00:53, 3.69it/s] 14/30 5.64G 1.008 0.9221 1.183 47 800: 16%|█▌ | 37/233 [00:09<00:52, 3.72it/s] 14/30 5.64G 1.008 0.9225 1.183 53 800: 16%|█▌ | 37/233 [00:10<00:52, 3.72it/s] 14/30 5.64G 1.008 0.9225 1.183 53 800: 16%|█▋ | 38/233 [00:10<00:52, 3.68it/s] 14/30 5.64G 1.003 0.9201 1.18 35 800: 16%|█▋ | 38/233 [00:10<00:52, 3.68it/s] 14/30 5.64G 1.003 0.9201 1.18 35 800: 17%|█▋ | 39/233 [00:10<00:51, 3.73it/s] 14/30 5.64G 0.9997 0.9175 1.178 48 800: 17%|█▋ | 39/233 [00:10<00:51, 3.73it/s] 14/30 5.64G 0.9997 0.9175 1.178 48 800: 17%|█▋ | 40/233 [00:10<00:51, 3.78it/s] 14/30 5.64G 0.9954 0.916 1.178 40 800: 17%|█▋ | 40/233 [00:10<00:51, 3.78it/s] 14/30 5.64G 0.9954 0.916 1.178 40 800: 18%|█▊ | 41/233 [00:10<00:50, 3.81it/s] 14/30 5.64G 0.9962 0.9204 1.178 54 800: 18%|█▊ | 41/233 [00:11<00:50, 3.81it/s] 14/30 5.64G 0.9962 0.9204 1.178 54 800: 18%|█▊ | 42/233 [00:11<00:50, 3.75it/s] 14/30 5.64G 0.994 0.9181 1.178 48 800: 18%|█▊ | 42/233 [00:11<00:50, 3.75it/s] 14/30 5.64G 0.994 0.9181 1.178 48 800: 18%|█▊ | 43/233 [00:11<00:50, 3.79it/s] 14/30 5.64G 0.9908 0.9165 1.177 40 800: 18%|█▊ | 43/233 [00:11<00:50, 3.79it/s] 14/30 5.64G 0.9908 0.9165 1.177 40 800: 19%|█▉ | 44/233 [00:11<00:49, 3.81it/s] 14/30 5.64G 0.9884 0.9144 1.175 34 800: 19%|█▉ | 44/233 [00:12<00:49, 3.81it/s] 14/30 5.64G 0.9884 0.9144 1.175 34 800: 19%|█▉ | 45/233 [00:12<00:50, 3.76it/s] 14/30 5.64G 0.9929 0.9167 1.18 53 800: 19%|█▉ | 45/233 [00:12<00:50, 3.76it/s] 14/30 5.64G 0.9929 0.9167 1.18 53 800: 20%|█▉ | 46/233 [00:12<00:51, 3.66it/s] 14/30 5.64G 0.9894 0.9123 1.177 37 800: 20%|█▉ | 46/233 [00:12<00:51, 3.66it/s] 14/30 5.64G 0.9894 0.9123 1.177 37 800: 20%|██ | 47/233 [00:12<00:50, 3.72it/s] 14/30 5.64G 0.993 0.9147 1.179 45 800: 20%|██ | 47/233 [00:12<00:50, 3.72it/s] 14/30 5.64G 0.993 0.9147 1.179 45 800: 21%|██ | 48/233 [00:12<00:49, 3.73it/s] 14/30 5.64G 0.9931 0.92 1.179 39 800: 21%|██ | 48/233 [00:13<00:49, 3.73it/s] 14/30 5.64G 0.9931 0.92 1.179 39 800: 21%|██ | 49/233 [00:13<00:50, 3.68it/s] 14/30 5.64G 0.9943 0.9221 1.179 54 800: 21%|██ | 49/233 [00:13<00:50, 3.68it/s] 14/30 5.64G 0.9943 0.9221 1.179 54 800: 21%|██▏ | 50/233 [00:13<00:51, 3.58it/s] 14/30 5.64G 0.9938 0.9191 1.177 48 800: 21%|██▏ | 50/233 [00:13<00:51, 3.58it/s] 14/30 5.64G 0.9938 0.9191 1.177 48 800: 22%|██▏ | 51/233 [00:13<00:50, 3.58it/s] 14/30 5.64G 0.9961 0.9186 1.181 41 800: 22%|██▏ | 51/233 [00:13<00:50, 3.58it/s] 14/30 5.64G 0.9961 0.9186 1.181 41 800: 22%|██▏ | 52/233 [00:13<00:50, 3.57it/s] 14/30 5.64G 0.9925 0.9198 1.18 43 800: 22%|██▏ | 52/233 [00:14<00:50, 3.57it/s] 14/30 5.64G 0.9925 0.9198 1.18 43 800: 23%|██▎ | 53/233 [00:14<00:50, 3.57it/s] 14/30 5.64G 0.9936 0.9206 1.181 38 800: 23%|██▎ | 53/233 [00:14<00:50, 3.57it/s] 14/30 5.64G 0.9936 0.9206 1.181 38 800: 23%|██▎ | 54/233 [00:14<00:50, 3.51it/s] 14/30 5.64G 0.9919 0.9183 1.18 47 800: 23%|██▎ | 54/233 [00:14<00:50, 3.51it/s] 14/30 5.64G 0.9919 0.9183 1.18 47 800: 24%|██▎ | 55/233 [00:14<00:51, 3.48it/s] 14/30 5.64G 0.9918 0.9209 1.18 33 800: 24%|██▎ | 55/233 [00:15<00:51, 3.48it/s] 14/30 5.64G 0.9918 0.9209 1.18 33 800: 24%|██▍ | 56/233 [00:15<00:50, 3.48it/s] 14/30 5.64G 0.9909 0.9197 1.178 49 800: 24%|██▍ | 56/233 [00:15<00:50, 3.48it/s] 14/30 5.64G 0.9909 0.9197 1.178 49 800: 24%|██▍ | 57/233 [00:15<00:50, 3.51it/s] 14/30 5.64G 0.9889 0.9177 1.178 34 800: 24%|██▍ | 57/233 [00:15<00:50, 3.51it/s] 14/30 5.64G 0.9889 0.9177 1.178 34 800: 25%|██▍ | 58/233 [00:15<00:50, 3.46it/s] 14/30 5.64G 0.9868 0.9185 1.177 56 800: 25%|██▍ | 58/233 [00:15<00:50, 3.46it/s] 14/30 5.64G 0.9868 0.9185 1.177 56 800: 25%|██▌ | 59/233 [00:15<00:49, 3.50it/s] 14/30 5.64G 0.9864 0.918 1.176 43 800: 25%|██▌ | 59/233 [00:16<00:49, 3.50it/s] 14/30 5.64G 0.9864 0.918 1.176 43 800: 26%|██▌ | 60/233 [00:16<00:49, 3.53it/s] 14/30 5.64G 0.9856 0.9151 1.176 37 800: 26%|██▌ | 60/233 [00:16<00:49, 3.53it/s] 14/30 5.64G 0.9856 0.9151 1.176 37 800: 26%|██▌ | 61/233 [00:16<00:48, 3.53it/s] 14/30 5.64G 0.9842 0.913 1.176 39 800: 26%|██▌ | 61/233 [00:16<00:48, 3.53it/s] 14/30 5.64G 0.9842 0.913 1.176 39 800: 27%|██▋ | 62/233 [00:16<00:48, 3.49it/s] 14/30 5.64G 0.9843 0.9123 1.175 48 800: 27%|██▋ | 62/233 [00:17<00:48, 3.49it/s] 14/30 5.64G 0.9843 0.9123 1.175 48 800: 27%|██▋ | 63/233 [00:17<00:48, 3.52it/s] 14/30 5.64G 0.9822 0.9107 1.174 41 800: 27%|██▋ | 63/233 [00:17<00:48, 3.52it/s] 14/30 5.64G 0.9822 0.9107 1.174 41 800: 27%|██▋ | 64/233 [00:17<00:47, 3.53it/s] 14/30 5.64G 0.9816 0.9096 1.174 34 800: 27%|██▋ | 64/233 [00:17<00:47, 3.53it/s] 14/30 5.64G 0.9816 0.9096 1.174 34 800: 28%|██▊ | 65/233 [00:17<00:47, 3.55it/s] 14/30 5.64G 0.9778 0.9061 1.172 40 800: 28%|██▊ | 65/233 [00:17<00:47, 3.55it/s] 14/30 5.64G 0.9778 0.9061 1.172 40 800: 28%|██▊ | 66/233 [00:17<00:48, 3.47it/s] 14/30 5.64G 0.9773 0.9045 1.173 39 800: 28%|██▊ | 66/233 [00:18<00:48, 3.47it/s] 14/30 5.64G 0.9773 0.9045 1.173 39 800: 29%|██▉ | 67/233 [00:18<00:47, 3.51it/s] 14/30 5.64G 0.9779 0.9075 1.173 37 800: 29%|██▉ | 67/233 [00:18<00:47, 3.51it/s] 14/30 5.64G 0.9779 0.9075 1.173 37 800: 29%|██▉ | 68/233 [00:18<00:46, 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85%|████████▍ | 198/233 [00:54<00:09, 3.79it/s] 14/30 5.64G 0.9924 0.9369 1.178 39 800: 85%|████████▍ | 198/233 [00:54<00:09, 3.79it/s] 14/30 5.64G 0.9924 0.9369 1.178 39 800: 85%|████████▌ | 199/233 [00:54<00:08, 3.83it/s] 14/30 5.64G 0.9935 0.9376 1.178 47 800: 85%|████████▌ | 199/233 [00:54<00:08, 3.83it/s] 14/30 5.64G 0.9935 0.9376 1.178 47 800: 86%|████████▌ | 200/233 [00:54<00:08, 3.85it/s] 14/30 5.64G 0.9935 0.937 1.178 37 800: 86%|████████▌ | 200/233 [00:54<00:08, 3.85it/s] 14/30 5.64G 0.9935 0.937 1.178 37 800: 86%|████████▋ | 201/233 [00:54<00:08, 3.87it/s] 14/30 5.64G 0.9928 0.9363 1.178 46 800: 86%|████████▋ | 201/233 [00:55<00:08, 3.87it/s] 14/30 5.64G 0.9928 0.9363 1.178 46 800: 87%|████████▋ | 202/233 [00:55<00:08, 3.80it/s] 14/30 5.64G 0.9933 0.9369 1.178 43 800: 87%|████████▋ | 202/233 [00:55<00:08, 3.80it/s] 14/30 5.64G 0.9933 0.9369 1.178 43 800: 87%|████████▋ | 203/233 [00:55<00:07, 3.84it/s] 14/30 5.64G 0.9937 0.9376 1.179 29 800: 87%|████████▋ | 203/233 [00:55<00:07, 3.84it/s] 14/30 5.64G 0.9937 0.9376 1.179 29 800: 88%|████████▊ | 204/233 [00:55<00:07, 3.85it/s] 14/30 5.64G 0.9938 0.9378 1.179 47 800: 88%|████████▊ | 204/233 [00:55<00:07, 3.85it/s] 14/30 5.64G 0.9938 0.9378 1.179 47 800: 88%|████████▊ | 205/233 [00:55<00:07, 3.87it/s] 14/30 5.64G 0.9936 0.9377 1.179 36 800: 88%|████████▊ | 205/233 [00:56<00:07, 3.87it/s] 14/30 5.64G 0.9936 0.9377 1.179 36 800: 88%|████████▊ | 206/233 [00:56<00:07, 3.79it/s] 14/30 5.64G 0.9932 0.9377 1.179 45 800: 88%|████████▊ | 206/233 [00:56<00:07, 3.79it/s] 14/30 5.64G 0.9932 0.9377 1.179 45 800: 89%|████████▉ | 207/233 [00:56<00:06, 3.83it/s] 14/30 5.64G 0.9927 0.9373 1.179 40 800: 89%|████████▉ | 207/233 [00:56<00:06, 3.83it/s] 14/30 5.64G 0.9927 0.9373 1.179 40 800: 89%|████████▉ | 208/233 [00:56<00:06, 3.85it/s] 14/30 5.64G 0.9925 0.9368 1.178 45 800: 89%|████████▉ | 208/233 [00:56<00:06, 3.85it/s] 14/30 5.64G 0.9925 0.9368 1.178 45 800: 90%|████████▉ | 209/233 [00:56<00:06, 3.85it/s] 14/30 5.64G 0.9921 0.9365 1.178 42 800: 90%|████████▉ | 209/233 [00:57<00:06, 3.85it/s] 14/30 5.64G 0.9921 0.9365 1.178 42 800: 90%|█████████ | 210/233 [00:57<00:06, 3.78it/s] 14/30 5.64G 0.9931 0.9382 1.179 49 800: 90%|█████████ | 210/233 [00:57<00:06, 3.78it/s] 14/30 5.64G 0.9931 0.9382 1.179 49 800: 91%|█████████ | 211/233 [00:57<00:05, 3.81it/s] 14/30 5.64G 0.9928 0.9379 1.179 53 800: 91%|█████████ | 211/233 [00:57<00:05, 3.81it/s] 14/30 5.64G 0.9928 0.9379 1.179 53 800: 91%|█████████ | 212/233 [00:57<00:05, 3.84it/s] 14/30 5.64G 0.993 0.9382 1.179 42 800: 91%|█████████ | 212/233 [00:57<00:05, 3.84it/s] 14/30 5.64G 0.993 0.9382 1.179 42 800: 91%|█████████▏| 213/233 [00:57<00:05, 3.87it/s] 14/30 5.64G 0.9924 0.9374 1.179 35 800: 91%|█████████▏| 213/233 [00:58<00:05, 3.87it/s] 14/30 5.64G 0.9924 0.9374 1.179 35 800: 92%|█████████▏| 214/233 [00:58<00:04, 3.80it/s] 14/30 5.64G 0.9921 0.9377 1.179 35 800: 92%|█████████▏| 214/233 [00:58<00:04, 3.80it/s] 14/30 5.64G 0.9921 0.9377 1.179 35 800: 92%|█████████▏| 215/233 [00:58<00:04, 3.84it/s] 14/30 5.64G 0.9911 0.9371 1.178 48 800: 92%|█████████▏| 215/233 [00:58<00:04, 3.84it/s] 14/30 5.64G 0.9911 0.9371 1.178 48 800: 93%|█████████▎| 216/233 [00:58<00:04, 3.85it/s] 14/30 5.64G 0.9919 0.9376 1.179 52 800: 93%|█████████▎| 216/233 [00:59<00:04, 3.85it/s] 14/30 5.64G 0.9919 0.9376 1.179 52 800: 93%|█████████▎| 217/233 [00:59<00:04, 3.85it/s] 14/30 5.64G 0.9904 0.9369 1.178 44 800: 93%|█████████▎| 217/233 [00:59<00:04, 3.85it/s] 14/30 5.64G 0.9904 0.9369 1.178 44 800: 94%|█████████▎| 218/233 [00:59<00:03, 3.79it/s] 14/30 5.64G 0.9903 0.937 1.178 53 800: 94%|█████████▎| 218/233 [00:59<00:03, 3.79it/s] 14/30 5.64G 0.9903 0.937 1.178 53 800: 94%|█████████▍| 219/233 [00:59<00:03, 3.81it/s] 14/30 5.64G 0.9903 0.9369 1.178 47 800: 94%|█████████▍| 219/233 [00:59<00:03, 3.81it/s] 14/30 5.64G 0.9903 0.9369 1.178 47 800: 94%|█████████▍| 220/233 [00:59<00:03, 3.83it/s] 14/30 5.64G 0.9901 0.9365 1.178 43 800: 94%|█████████▍| 220/233 [01:00<00:03, 3.83it/s] 14/30 5.64G 0.9901 0.9365 1.178 43 800: 95%|█████████▍| 221/233 [01:00<00:03, 3.84it/s] 14/30 5.64G 0.9908 0.9368 1.178 38 800: 95%|█████████▍| 221/233 [01:00<00:03, 3.84it/s] 14/30 5.64G 0.9908 0.9368 1.178 38 800: 95%|█████████▌| 222/233 [01:00<00:02, 3.78it/s] 14/30 5.64G 0.9907 0.9365 1.178 48 800: 95%|█████████▌| 222/233 [01:00<00:02, 3.78it/s] 14/30 5.64G 0.9907 0.9365 1.178 48 800: 96%|█████████▌| 223/233 [01:00<00:02, 3.81it/s] 14/30 5.64G 0.9904 0.9367 1.177 46 800: 96%|█████████▌| 223/233 [01:00<00:02, 3.81it/s] 14/30 5.64G 0.9904 0.9367 1.177 46 800: 96%|█████████▌| 224/233 [01:00<00:02, 3.83it/s] 14/30 5.64G 0.9906 0.9372 1.177 47 800: 96%|█████████▌| 224/233 [01:01<00:02, 3.83it/s] 14/30 5.64G 0.9906 0.9372 1.177 47 800: 97%|█████████▋| 225/233 [01:01<00:02, 3.85it/s] 14/30 5.64G 0.9899 0.9363 1.177 38 800: 97%|█████████▋| 225/233 [01:01<00:02, 3.85it/s] 14/30 5.64G 0.9899 0.9363 1.177 38 800: 97%|█████████▋| 226/233 [01:01<00:01, 3.77it/s] 14/30 5.64G 0.9897 0.9356 1.177 56 800: 97%|█████████▋| 226/233 [01:01<00:01, 3.77it/s] 14/30 5.64G 0.9897 0.9356 1.177 56 800: 97%|█████████▋| 227/233 [01:01<00:01, 3.80it/s] 14/30 5.64G 0.9902 0.9359 1.177 65 800: 97%|█████████▋| 227/233 [01:01<00:01, 3.80it/s] 14/30 5.64G 0.9902 0.9359 1.177 65 800: 98%|█████████▊| 228/233 [01:01<00:01, 3.84it/s] 14/30 5.64G 0.9912 0.9376 1.178 45 800: 98%|█████████▊| 228/233 [01:02<00:01, 3.84it/s] 14/30 5.64G 0.9912 0.9376 1.178 45 800: 98%|█████████▊| 229/233 [01:02<00:01, 3.85it/s] 14/30 5.64G 0.9912 0.9381 1.178 44 800: 98%|█████████▊| 229/233 [01:02<00:01, 3.85it/s] 14/30 5.64G 0.9912 0.9381 1.178 44 800: 99%|█████████▊| 230/233 [01:02<00:00, 3.76it/s] 14/30 5.64G 0.9909 0.9382 1.178 34 800: 99%|█████████▊| 230/233 [01:02<00:00, 3.76it/s] 14/30 5.64G 0.9909 0.9382 1.178 34 800: 99%|█████████▉| 231/233 [01:02<00:00, 3.81it/s] 14/30 5.64G 0.9915 0.9384 1.179 39 800: 99%|█████████▉| 231/233 [01:02<00:00, 3.81it/s] 14/30 5.64G 0.9915 0.9384 1.179 39 800: 100%|█████████▉| 232/233 [01:02<00:00, 3.83it/s] 14/30 6.24G 0.9907 0.9378 1.179 19 800: 100%|█████████▉| 232/233 [01:03<00:00, 3.83it/s] 14/30 6.24G 0.9907 0.9378 1.179 19 800: 100%|██████████| 233/233 [01:03<00:00, 3.69it/s] Class Images Instances Box(P R mAP50 mAP50-95): 0%| | 0/7 [00:00<?, ?it/s] Class Images Instances Box(P R mAP50 mAP50-95): 14%|█▍ | 1/7 [00:00<00:01, 4.59it/s] Class Images Instances Box(P R mAP50 mAP50-95): 29%|██▊ | 2/7 [00:00<00:01, 4.64it/s] Class Images Instances Box(P R mAP50 mAP50-95): 43%|████▎ | 3/7 [00:00<00:00, 4.69it/s] Class Images Instances Box(P R mAP50 mAP50-95): 57%|█████▋ | 4/7 [00:00<00:00, 4.75it/s] Class Images Instances Box(P R mAP50 mAP50-95): 71%|███████▏ | 5/7 [00:01<00:00, 4.76it/s] Class Images Instances Box(P R mAP50 mAP50-95): 86%|████████▌ | 6/7 [00:01<00:00, 4.77it/s] Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 7/7 [00:01<00:00, 5.24it/s] all 200 249 0.79 0.731 0.759 0.455 Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size 0%| | 0/233 [00:00<?, ?it/s] 15/30 5.65G 0.9611 0.8125 1.133 47 800: 0%| | 0/233 [00:00<?, ?it/s] 15/30 5.65G 0.9611 0.8125 1.133 47 800: 0%| | 1/233 [00:00<01:11, 3.25it/s] 15/30 5.65G 0.9371 0.9084 1.158 40 800: 0%| | 1/233 [00:00<01:11, 3.25it/s] 15/30 5.65G 0.9371 0.9084 1.158 40 800: 1%| | 2/233 [00:00<01:04, 3.59it/s] 15/30 5.65G 0.9872 0.9834 1.185 33 800: 1%| | 2/233 [00:00<01:04, 3.59it/s] 15/30 5.65G 0.9872 0.9834 1.185 33 800: 1%|▏ | 3/233 [00:00<01:02, 3.66it/s] 15/30 5.65G 1.003 0.9744 1.206 52 800: 1%|▏ | 3/233 [00:01<01:02, 3.66it/s] 15/30 5.65G 1.003 0.9744 1.206 52 800: 2%|▏ | 4/233 [00:01<01:00, 3.76it/s] 15/30 5.65G 0.9846 0.956 1.181 45 800: 2%|▏ | 4/233 [00:01<01:00, 3.76it/s] 15/30 5.65G 0.9846 0.956 1.181 45 800: 2%|▏ | 5/233 [00:01<01:01, 3.72it/s] 15/30 5.65G 0.9547 0.9303 1.165 38 800: 2%|▏ | 5/233 [00:01<01:01, 3.72it/s] 15/30 5.65G 0.9547 0.9303 1.165 38 800: 3%|▎ | 6/233 [00:01<00:59, 3.80it/s] 15/30 5.65G 0.9375 0.9139 1.156 39 800: 3%|▎ | 6/233 [00:01<00:59, 3.80it/s] 15/30 5.65G 0.9375 0.9139 1.156 39 800: 3%|▎ | 7/233 [00:01<00:59, 3.83it/s] 15/30 5.65G 0.9337 0.8989 1.147 39 800: 3%|▎ | 7/233 [00:02<00:59, 3.83it/s] 15/30 5.65G 0.9337 0.8989 1.147 39 800: 3%|▎ | 8/233 [00:02<00:58, 3.84it/s] 15/30 5.65G 0.9265 0.875 1.141 37 800: 3%|▎ | 8/233 [00:02<00:58, 3.84it/s] 15/30 5.65G 0.9265 0.875 1.141 37 800: 4%|▍ | 9/233 [00:02<00:59, 3.78it/s] 15/30 5.65G 0.9284 0.8864 1.15 47 800: 4%|▍ | 9/233 [00:02<00:59, 3.78it/s] 15/30 5.65G 0.9284 0.8864 1.15 47 800: 4%|▍ | 10/233 [00:02<00:58, 3.81it/s] 15/30 5.65G 0.9319 0.8876 1.155 48 800: 4%|▍ | 10/233 [00:02<00:58, 3.81it/s] 15/30 5.65G 0.9319 0.8876 1.155 48 800: 5%|▍ | 11/233 [00:02<00:57, 3.83it/s] 15/30 5.65G 0.944 0.8971 1.156 46 800: 5%|▍ | 11/233 [00:03<00:57, 3.83it/s] 15/30 5.65G 0.944 0.8971 1.156 46 800: 5%|▌ | 12/233 [00:03<00:57, 3.84it/s] 15/30 5.65G 0.9526 0.9102 1.161 40 800: 5%|▌ | 12/233 [00:03<00:57, 3.84it/s] 15/30 5.65G 0.9526 0.9102 1.161 40 800: 6%|▌ | 13/233 [00:03<00:58, 3.77it/s] 15/30 5.65G 0.9444 0.9207 1.156 43 800: 6%|▌ | 13/233 [00:03<00:58, 3.77it/s] 15/30 5.65G 0.9444 0.9207 1.156 43 800: 6%|▌ | 14/233 [00:03<00:57, 3.80it/s] 15/30 5.65G 0.9453 0.9132 1.153 33 800: 6%|▌ | 14/233 [00:03<00:57, 3.80it/s] 15/30 5.65G 0.9453 0.9132 1.153 33 800: 6%|▋ | 15/233 [00:03<00:56, 3.83it/s] 15/30 5.65G 0.9514 0.9025 1.157 33 800: 6%|▋ | 15/233 [00:04<00:56, 3.83it/s] 15/30 5.65G 0.9514 0.9025 1.157 33 800: 7%|▋ | 16/233 [00:04<00:56, 3.84it/s] 15/30 5.65G 0.9594 0.9119 1.165 42 800: 7%|▋ | 16/233 [00:04<00:56, 3.84it/s] 15/30 5.65G 0.9594 0.9119 1.165 42 800: 7%|▋ | 17/233 [00:04<00:57, 3.79it/s] 15/30 5.65G 0.9678 0.9111 1.17 43 800: 7%|▋ | 17/233 [00:04<00:57, 3.79it/s] 15/30 5.65G 0.9678 0.9111 1.17 43 800: 8%|▊ | 18/233 [00:04<00:56, 3.81it/s] 15/30 5.65G 0.9752 0.9328 1.175 70 800: 8%|▊ | 18/233 [00:05<00:56, 3.81it/s] 15/30 5.65G 0.9752 0.9328 1.175 70 800: 8%|▊ | 19/233 [00:05<00:55, 3.84it/s] 15/30 5.65G 0.9682 0.9303 1.17 29 800: 8%|▊ | 19/233 [00:05<00:55, 3.84it/s] 15/30 5.65G 0.9682 0.9303 1.17 29 800: 9%|▊ | 20/233 [00:05<00:55, 3.86it/s] 15/30 5.65G 0.961 0.9192 1.168 46 800: 9%|▊ | 20/233 [00:05<00:55, 3.86it/s] 15/30 5.65G 0.961 0.9192 1.168 46 800: 9%|▉ | 21/233 [00:05<00:55, 3.81it/s] 15/30 5.65G 0.9628 0.9215 1.167 45 800: 9%|▉ | 21/233 [00:05<00:55, 3.81it/s] 15/30 5.65G 0.9628 0.9215 1.167 45 800: 9%|▉ | 22/233 [00:05<00:54, 3.86it/s] 15/30 5.65G 0.9616 0.9209 1.162 43 800: 9%|▉ | 22/233 [00:06<00:54, 3.86it/s] 15/30 5.65G 0.9616 0.9209 1.162 43 800: 10%|▉ | 23/233 [00:06<00:54, 3.87it/s] 15/30 5.65G 0.9642 0.919 1.163 31 800: 10%|▉ | 23/233 [00:06<00:54, 3.87it/s] 15/30 5.65G 0.9642 0.919 1.163 31 800: 10%|█ | 24/233 [00:06<00:54, 3.87it/s] 15/30 5.65G 0.9678 0.9226 1.165 53 800: 10%|█ | 24/233 [00:06<00:54, 3.87it/s] 15/30 5.65G 0.9678 0.9226 1.165 53 800: 11%|█ | 25/233 [00:06<00:54, 3.79it/s] 15/30 5.65G 0.9677 0.9162 1.165 39 800: 11%|█ | 25/233 [00:06<00:54, 3.79it/s] 15/30 5.65G 0.9677 0.9162 1.165 39 800: 11%|█ | 26/233 [00:06<00:54, 3.82it/s] 15/30 5.65G 0.9688 0.9222 1.168 44 800: 11%|█ | 26/233 [00:07<00:54, 3.82it/s] 15/30 5.65G 0.9688 0.9222 1.168 44 800: 12%|█▏ | 27/233 [00:07<00:53, 3.83it/s] 15/30 5.65G 0.974 0.925 1.168 50 800: 12%|█▏ | 27/233 [00:07<00:53, 3.83it/s] 15/30 5.65G 0.974 0.925 1.168 50 800: 12%|█▏ | 28/233 [00:07<00:53, 3.84it/s] 15/30 5.65G 0.9744 0.927 1.169 43 800: 12%|█▏ | 28/233 [00:07<00:53, 3.84it/s] 15/30 5.65G 0.9744 0.927 1.169 43 800: 12%|█▏ | 29/233 [00:07<00:54, 3.76it/s] 15/30 5.65G 0.9728 0.9237 1.166 44 800: 12%|█▏ | 29/233 [00:07<00:54, 3.76it/s] 15/30 5.65G 0.9728 0.9237 1.166 44 800: 13%|█▎ | 30/233 [00:07<00:53, 3.80it/s] 15/30 5.65G 0.9707 0.9171 1.165 49 800: 13%|█▎ | 30/233 [00:08<00:53, 3.80it/s] 15/30 5.65G 0.9707 0.9171 1.165 49 800: 13%|█▎ | 31/233 [00:08<00:52, 3.82it/s] 15/30 5.65G 0.971 0.9141 1.164 45 800: 13%|█▎ | 31/233 [00:08<00:52, 3.82it/s] 15/30 5.65G 0.971 0.9141 1.164 45 800: 14%|█▎ | 32/233 [00:08<00:52, 3.84it/s] 15/30 5.65G 0.9685 0.9102 1.162 46 800: 14%|█▎ | 32/233 [00:08<00:52, 3.84it/s] 15/30 5.65G 0.9685 0.9102 1.162 46 800: 14%|█▍ | 33/233 [00:08<00:53, 3.76it/s] 15/30 5.65G 0.9658 0.9077 1.159 38 800: 14%|█▍ | 33/233 [00:08<00:53, 3.76it/s] 15/30 5.65G 0.9658 0.9077 1.159 38 800: 15%|█▍ | 34/233 [00:08<00:52, 3.80it/s] 15/30 5.65G 0.9668 0.9105 1.158 33 800: 15%|█▍ | 34/233 [00:09<00:52, 3.80it/s] 15/30 5.65G 0.9668 0.9105 1.158 33 800: 15%|█▌ | 35/233 [00:09<00:51, 3.85it/s] 15/30 5.65G 0.9682 0.9103 1.159 34 800: 15%|█▌ | 35/233 [00:09<00:51, 3.85it/s] 15/30 5.65G 0.9682 0.9103 1.159 34 800: 15%|█▌ | 36/233 [00:09<00:50, 3.86it/s] 15/30 5.65G 0.9649 0.9057 1.157 40 800: 15%|█▌ | 36/233 [00:09<00:50, 3.86it/s] 15/30 5.65G 0.9649 0.9057 1.157 40 800: 16%|█▌ | 37/233 [00:09<00:51, 3.80it/s] 15/30 5.65G 0.9664 0.9129 1.159 49 800: 16%|█▌ | 37/233 [00:09<00:51, 3.80it/s] 15/30 5.65G 0.9664 0.9129 1.159 49 800: 16%|█▋ | 38/233 [00:09<00:50, 3.84it/s] 15/30 5.65G 0.9684 0.9143 1.16 51 800: 16%|█▋ | 38/233 [00:10<00:50, 3.84it/s] 15/30 5.65G 0.9684 0.9143 1.16 51 800: 17%|█▋ | 39/233 [00:10<00:50, 3.85it/s] 15/30 5.65G 0.966 0.9069 1.158 46 800: 17%|█▋ | 39/233 [00:10<00:50, 3.85it/s] 15/30 5.65G 0.966 0.9069 1.158 46 800: 17%|█▋ | 40/233 [00:10<00:50, 3.86it/s] 15/30 5.65G 0.9707 0.9057 1.161 49 800: 17%|█▋ | 40/233 [00:10<00:50, 3.86it/s] 15/30 5.65G 0.9707 0.9057 1.161 49 800: 18%|█▊ | 41/233 [00:10<00:50, 3.79it/s] 15/30 5.65G 0.9647 0.8983 1.158 39 800: 18%|█▊ | 41/233 [00:11<00:50, 3.79it/s] 15/30 5.65G 0.9647 0.8983 1.158 39 800: 18%|█▊ | 42/233 [00:11<00:49, 3.82it/s] 15/30 5.65G 0.9641 0.8988 1.156 44 800: 18%|█▊ | 42/233 [00:11<00:49, 3.82it/s] 15/30 5.65G 0.9641 0.8988 1.156 44 800: 18%|█▊ | 43/233 [00:11<00:49, 3.84it/s] 15/30 5.65G 0.9649 0.906 1.155 43 800: 18%|█▊ | 43/233 [00:11<00:49, 3.84it/s] 15/30 5.65G 0.9649 0.906 1.155 43 800: 19%|█▉ | 44/233 [00:11<00:49, 3.85it/s] 15/30 5.65G 0.9651 0.9074 1.156 40 800: 19%|█▉ | 44/233 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[00:49<00:12, 3.75it/s] 15/30 5.65G 0.9687 0.9062 1.167 43 800: 81%|████████ | 188/233 [00:49<00:11, 3.77it/s] 15/30 5.65G 0.9688 0.9061 1.167 33 800: 81%|████████ | 188/233 [00:49<00:11, 3.77it/s] 15/30 5.65G 0.9688 0.9061 1.167 33 800: 81%|████████ | 189/233 [00:49<00:12, 3.66it/s] 15/30 5.65G 0.9684 0.9054 1.166 45 800: 81%|████████ | 189/233 [00:49<00:12, 3.66it/s] 15/30 5.65G 0.9684 0.9054 1.166 45 800: 82%|████████▏ | 190/233 [00:49<00:11, 3.73it/s] 15/30 5.65G 0.9689 0.9078 1.166 43 800: 82%|████████▏ | 190/233 [00:50<00:11, 3.73it/s] 15/30 5.65G 0.9689 0.9078 1.166 43 800: 82%|████████▏ | 191/233 [00:50<00:11, 3.78it/s] 15/30 5.65G 0.97 0.9078 1.168 39 800: 82%|████████▏ | 191/233 [00:50<00:11, 3.78it/s] 15/30 5.65G 0.97 0.9078 1.168 39 800: 82%|████████▏ | 192/233 [00:50<00:10, 3.78it/s] 15/30 5.65G 0.9691 0.9072 1.167 38 800: 82%|████████▏ | 192/233 [00:50<00:10, 3.78it/s] 15/30 5.65G 0.9691 0.9072 1.167 38 800: 83%|████████▎ | 193/233 [00:50<00:10, 3.69it/s] 15/30 5.65G 0.9691 0.9076 1.167 45 800: 83%|████████▎ | 193/233 [00:51<00:10, 3.69it/s] 15/30 5.65G 0.9691 0.9076 1.167 45 800: 83%|████████▎ | 194/233 [00:51<00:10, 3.73it/s] 15/30 5.65G 0.9686 0.9066 1.167 35 800: 83%|████████▎ | 194/233 [00:51<00:10, 3.73it/s] 15/30 5.65G 0.9686 0.9066 1.167 35 800: 84%|████████▎ | 195/233 [00:51<00:10, 3.76it/s] 15/30 5.65G 0.9686 0.9066 1.167 45 800: 84%|████████▎ | 195/233 [00:51<00:10, 3.76it/s] 15/30 5.65G 0.9686 0.9066 1.167 45 800: 84%|████████▍ | 196/233 [00:51<00:09, 3.80it/s] 15/30 5.65G 0.9678 0.9054 1.166 39 800: 84%|████████▍ | 196/233 [00:51<00:09, 3.80it/s] 15/30 5.65G 0.9678 0.9054 1.166 39 800: 85%|████████▍ | 197/233 [00:51<00:09, 3.72it/s] 15/30 5.65G 0.9673 0.9045 1.166 43 800: 85%|████████▍ | 197/233 [00:52<00:09, 3.72it/s] 15/30 5.65G 0.9673 0.9045 1.166 43 800: 85%|████████▍ | 198/233 [00:52<00:09, 3.76it/s] 15/30 5.65G 0.9667 0.9037 1.165 37 800: 85%|████████▍ | 198/233 [00:52<00:09, 3.76it/s] 15/30 5.65G 0.9667 0.9037 1.165 37 800: 85%|████████▌ | 199/233 [00:52<00:08, 3.79it/s] 15/30 5.65G 0.9667 0.9032 1.165 38 800: 85%|████████▌ | 199/233 [00:52<00:08, 3.79it/s] 15/30 5.65G 0.9667 0.9032 1.165 38 800: 86%|████████▌ | 200/233 [00:52<00:08, 3.81it/s] 15/30 5.65G 0.9669 0.903 1.165 49 800: 86%|████████▌ | 200/233 [00:52<00:08, 3.81it/s] 15/30 5.65G 0.9669 0.903 1.165 49 800: 86%|████████▋ | 201/233 [00:52<00:08, 3.75it/s] 15/30 5.65G 0.9672 0.9029 1.165 39 800: 86%|████████▋ | 201/233 [00:53<00:08, 3.75it/s] 15/30 5.65G 0.9672 0.9029 1.165 39 800: 87%|████████▋ | 202/233 [00:53<00:08, 3.71it/s] 15/30 5.65G 0.967 0.903 1.165 44 800: 87%|████████▋ | 202/233 [00:53<00:08, 3.71it/s] 15/30 5.65G 0.967 0.903 1.165 44 800: 87%|████████▋ | 203/233 [00:53<00:08, 3.67it/s] 15/30 5.65G 0.9672 0.903 1.164 42 800: 87%|████████▋ | 203/233 [00:53<00:08, 3.67it/s] 15/30 5.65G 0.9672 0.903 1.164 42 800: 88%|████████▊ | 204/233 [00:53<00:08, 3.59it/s] 15/30 5.65G 0.9674 0.9029 1.165 39 800: 88%|████████▊ | 204/233 [00:54<00:08, 3.59it/s] 15/30 5.65G 0.9674 0.9029 1.165 39 800: 88%|████████▊ | 205/233 [00:54<00:07, 3.55it/s] 15/30 5.65G 0.9667 0.9022 1.165 45 800: 88%|████████▊ | 205/233 [00:54<00:07, 3.55it/s] 15/30 5.65G 0.9667 0.9022 1.165 45 800: 88%|████████▊ | 206/233 [00:54<00:07, 3.64it/s] 15/30 5.65G 0.9669 0.9025 1.165 55 800: 88%|████████▊ | 206/233 [00:54<00:07, 3.64it/s] 15/30 5.65G 0.9669 0.9025 1.165 55 800: 89%|████████▉ | 207/233 [00:54<00:07, 3.62it/s] 15/30 5.65G 0.9673 0.9028 1.165 55 800: 89%|████████▉ | 207/233 [00:54<00:07, 3.62it/s] 15/30 5.65G 0.9673 0.9028 1.165 55 800: 89%|████████▉ | 208/233 [00:54<00:06, 3.67it/s] 15/30 5.65G 0.9667 0.9019 1.164 43 800: 89%|████████▉ | 208/233 [00:55<00:06, 3.67it/s] 15/30 5.65G 0.9667 0.9019 1.164 43 800: 90%|████████▉ | 209/233 [00:55<00:06, 3.58it/s] 15/30 5.65G 0.9666 0.9017 1.165 40 800: 90%|████████▉ | 209/233 [00:55<00:06, 3.58it/s] 15/30 5.65G 0.9666 0.9017 1.165 40 800: 90%|█████████ | 210/233 [00:55<00:06, 3.56it/s] 15/30 5.65G 0.9669 0.9008 1.165 26 800: 90%|█████████ | 210/233 [00:55<00:06, 3.56it/s] 15/30 5.65G 0.9669 0.9008 1.165 26 800: 91%|█████████ | 211/233 [00:55<00:06, 3.56it/s] 15/30 5.65G 0.9671 0.9004 1.165 34 800: 91%|█████████ | 211/233 [00:55<00:06, 3.56it/s] 15/30 5.65G 0.9671 0.9004 1.165 34 800: 91%|█████████ | 212/233 [00:55<00:05, 3.56it/s] 15/30 5.65G 0.9677 0.9001 1.165 40 800: 91%|█████████ | 212/233 [00:56<00:05, 3.56it/s] 15/30 5.65G 0.9677 0.9001 1.165 40 800: 91%|█████████▏| 213/233 [00:56<00:05, 3.55it/s] 15/30 5.65G 0.9684 0.9018 1.165 46 800: 91%|█████████▏| 213/233 [00:56<00:05, 3.55it/s] 15/30 5.65G 0.9684 0.9018 1.165 46 800: 92%|█████████▏| 214/233 [00:56<00:05, 3.65it/s] 15/30 5.65G 0.9675 0.9011 1.165 39 800: 92%|█████████▏| 214/233 [00:56<00:05, 3.65it/s] 15/30 5.65G 0.9675 0.9011 1.165 39 800: 92%|█████████▏| 215/233 [00:56<00:04, 3.71it/s] 15/30 5.65G 0.9684 0.9033 1.165 47 800: 92%|█████████▏| 215/233 [00:57<00:04, 3.71it/s] 15/30 5.65G 0.9684 0.9033 1.165 47 800: 93%|█████████▎| 216/233 [00:57<00:04, 3.71it/s] 15/30 5.65G 0.9688 0.9035 1.165 41 800: 93%|█████████▎| 216/233 [00:57<00:04, 3.71it/s] 15/30 5.65G 0.9688 0.9035 1.165 41 800: 93%|█████████▎| 217/233 [00:57<00:04, 3.70it/s] 15/30 5.65G 0.9684 0.9031 1.165 53 800: 93%|█████████▎| 217/233 [00:57<00:04, 3.70it/s] 15/30 5.65G 0.9684 0.9031 1.165 53 800: 94%|█████████▎| 218/233 [00:57<00:04, 3.73it/s] 15/30 5.65G 0.9688 0.9029 1.166 36 800: 94%|█████████▎| 218/233 [00:57<00:04, 3.73it/s] 15/30 5.65G 0.9688 0.9029 1.166 36 800: 94%|█████████▍| 219/233 [00:57<00:03, 3.77it/s] 15/30 5.65G 0.9686 0.9025 1.166 42 800: 94%|█████████▍| 219/233 [00:58<00:03, 3.77it/s] 15/30 5.65G 0.9686 0.9025 1.166 42 800: 94%|█████████▍| 220/233 [00:58<00:03, 3.78it/s] 15/30 5.65G 0.9687 0.9018 1.166 44 800: 94%|█████████▍| 220/233 [00:58<00:03, 3.78it/s] 15/30 5.65G 0.9687 0.9018 1.166 44 800: 95%|█████████▍| 221/233 [00:58<00:03, 3.68it/s] 15/30 5.65G 0.9684 0.9017 1.166 42 800: 95%|█████████▍| 221/233 [00:58<00:03, 3.68it/s] 15/30 5.65G 0.9684 0.9017 1.166 42 800: 95%|█████████▌| 222/233 [00:58<00:02, 3.74it/s] 15/30 5.65G 0.9685 0.9015 1.166 46 800: 95%|█████████▌| 222/233 [00:58<00:02, 3.74it/s] 15/30 5.65G 0.9685 0.9015 1.166 46 800: 96%|█████████▌| 223/233 [00:58<00:02, 3.74it/s] 15/30 5.65G 0.9686 0.9015 1.166 48 800: 96%|█████████▌| 223/233 [00:59<00:02, 3.74it/s] 15/30 5.65G 0.9686 0.9015 1.166 48 800: 96%|█████████▌| 224/233 [00:59<00:02, 3.78it/s] 15/30 5.65G 0.9681 0.9026 1.166 42 800: 96%|█████████▌| 224/233 [00:59<00:02, 3.78it/s] 15/30 5.65G 0.9681 0.9026 1.166 42 800: 97%|█████████▋| 225/233 [00:59<00:02, 3.55it/s] 15/30 5.65G 0.968 0.9029 1.166 42 800: 97%|█████████▋| 225/233 [00:59<00:02, 3.55it/s] 15/30 5.65G 0.968 0.9029 1.166 42 800: 97%|█████████▋| 226/233 [00:59<00:01, 3.54it/s] 15/30 5.65G 0.9677 0.903 1.166 32 800: 97%|█████████▋| 226/233 [01:00<00:01, 3.54it/s] 15/30 5.65G 0.9677 0.903 1.166 32 800: 97%|█████████▋| 227/233 [01:00<00:01, 3.46it/s] 15/30 5.65G 0.9674 0.9028 1.166 42 800: 97%|█████████▋| 227/233 [01:00<00:01, 3.46it/s] 15/30 5.65G 0.9674 0.9028 1.166 42 800: 98%|█████████▊| 228/233 [01:00<00:01, 3.56it/s] 15/30 5.65G 0.9683 0.903 1.167 37 800: 98%|█████████▊| 228/233 [01:00<00:01, 3.56it/s] 15/30 5.65G 0.9683 0.903 1.167 37 800: 98%|█████████▊| 229/233 [01:00<00:01, 3.51it/s] 15/30 5.65G 0.9672 0.9023 1.166 29 800: 98%|█████████▊| 229/233 [01:00<00:01, 3.51it/s] 15/30 5.65G 0.9672 0.9023 1.166 29 800: 99%|█████████▊| 230/233 [01:00<00:00, 3.63it/s] 15/30 5.65G 0.9674 0.902 1.166 44 800: 99%|█████████▊| 230/233 [01:01<00:00, 3.63it/s] 15/30 5.65G 0.9674 0.902 1.166 44 800: 99%|█████████▉| 231/233 [01:01<00:00, 3.67it/s] 15/30 5.65G 0.9674 0.901 1.166 37 800: 99%|█████████▉| 231/233 [01:01<00:00, 3.67it/s] 15/30 5.65G 0.9674 0.901 1.166 37 800: 100%|█████████▉| 232/233 [01:01<00:00, 3.72it/s] 15/30 6.25G 0.9677 0.9011 1.166 17 800: 100%|█████████▉| 232/233 [01:01<00:00, 3.72it/s] 15/30 6.25G 0.9677 0.9011 1.166 17 800: 100%|██████████| 233/233 [01:01<00:00, 4.50it/s] 15/30 6.25G 0.9677 0.9011 1.166 17 800: 100%|██████████| 233/233 [01:01<00:00, 3.79it/s] Class Images Instances Box(P R mAP50 mAP50-95): 0%| | 0/7 [00:00<?, ?it/s] Class Images Instances Box(P R mAP50 mAP50-95): 14%|█▍ | 1/7 [00:00<00:01, 4.56it/s] Class Images Instances Box(P R mAP50 mAP50-95): 29%|██▊ | 2/7 [00:00<00:01, 4.64it/s] Class Images Instances Box(P R mAP50 mAP50-95): 43%|████▎ | 3/7 [00:00<00:00, 4.65it/s] Class Images Instances Box(P R mAP50 mAP50-95): 57%|█████▋ | 4/7 [00:00<00:00, 4.64it/s] Class Images Instances Box(P R mAP50 mAP50-95): 71%|███████▏ | 5/7 [00:01<00:00, 4.54it/s] Class Images Instances Box(P R mAP50 mAP50-95): 86%|████████▌ | 6/7 [00:01<00:00, 4.56it/s] Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 7/7 [00:01<00:00, 5.09it/s] all 200 249 0.741 0.678 0.685 0.415 Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size 0%| | 0/233 [00:00<?, ?it/s] 16/30 5.6G 0.9914 0.9358 1.199 41 800: 0%| | 0/233 [00:00<?, ?it/s] 16/30 5.6G 0.9914 0.9358 1.199 41 800: 0%| | 1/233 [00:00<01:08, 3.37it/s] 16/30 5.62G 0.993 0.9348 1.234 39 800: 0%| | 1/233 [00:00<01:08, 3.37it/s] 16/30 5.62G 0.993 0.9348 1.234 39 800: 1%| | 2/233 [00:00<01:06, 3.50it/s] 16/30 5.62G 0.9865 0.8792 1.22 45 800: 1%| | 2/233 [00:00<01:06, 3.50it/s] 16/30 5.62G 0.9865 0.8792 1.22 45 800: 1%|▏ | 3/233 [00:00<01:04, 3.58it/s] 16/30 5.63G 1.004 0.8589 1.211 43 800: 1%|▏ | 3/233 [00:01<01:04, 3.58it/s] 16/30 5.63G 1.004 0.8589 1.211 43 800: 2%|▏ | 4/233 [00:01<01:06, 3.45it/s] 16/30 5.63G 0.9462 0.8419 1.172 38 800: 2%|▏ | 4/233 [00:01<01:06, 3.45it/s] 16/30 5.63G 0.9462 0.8419 1.172 38 800: 2%|▏ | 5/233 [00:01<01:07, 3.39it/s] 16/30 5.63G 0.9875 0.8962 1.179 43 800: 2%|▏ | 5/233 [00:01<01:07, 3.39it/s] 16/30 5.63G 0.9875 0.8962 1.179 43 800: 3%|▎ | 6/233 [00:01<01:04, 3.53it/s] 16/30 5.63G 0.9661 0.8761 1.175 38 800: 3%|▎ | 6/233 [00:01<01:04, 3.53it/s] 16/30 5.63G 0.9661 0.8761 1.175 38 800: 3%|▎ | 7/233 [00:01<01:02, 3.61it/s] 16/30 5.63G 0.9649 0.8929 1.189 31 800: 3%|▎ | 7/233 [00:02<01:02, 3.61it/s] 16/30 5.63G 0.9649 0.8929 1.189 31 800: 3%|▎ | 8/233 [00:02<01:03, 3.56it/s] 16/30 5.63G 0.9708 0.897 1.186 51 800: 3%|▎ | 8/233 [00:02<01:03, 3.56it/s] 16/30 5.63G 0.9708 0.897 1.186 51 800: 4%|▍ | 9/233 [00:02<01:01, 3.63it/s] 16/30 5.63G 0.9722 0.8834 1.183 43 800: 4%|▍ | 9/233 [00:02<01:01, 3.63it/s] 16/30 5.63G 0.9722 0.8834 1.183 43 800: 4%|▍ | 10/233 [00:02<01:02, 3.57it/s] 16/30 5.63G 0.9886 0.8984 1.193 50 800: 4%|▍ | 10/233 [00:03<01:02, 3.57it/s] 16/30 5.63G 0.9886 0.8984 1.193 50 800: 5%|▍ | 11/233 [00:03<01:02, 3.57it/s] 16/30 5.63G 0.9866 0.8975 1.192 41 800: 5%|▍ | 11/233 [00:03<01:02, 3.57it/s] 16/30 5.63G 0.9866 0.8975 1.192 41 800: 5%|▌ | 12/233 [00:03<01:02, 3.52it/s] 16/30 5.63G 0.989 0.904 1.194 34 800: 5%|▌ | 12/233 [00:03<01:02, 3.52it/s] 16/30 5.63G 0.989 0.904 1.194 34 800: 6%|▌ | 13/233 [00:03<01:03, 3.46it/s] 16/30 5.63G 0.9805 0.8863 1.185 37 800: 6%|▌ | 13/233 [00:03<01:03, 3.46it/s] 16/30 5.63G 0.9805 0.8863 1.185 37 800: 6%|▌ | 14/233 [00:03<01:03, 3.47it/s] 16/30 5.63G 0.9811 0.8972 1.185 58 800: 6%|▌ | 14/233 [00:04<01:03, 3.47it/s] 16/30 5.63G 0.9811 0.8972 1.185 58 800: 6%|▋ | 15/233 [00:04<01:02, 3.47it/s] 16/30 5.63G 0.9733 0.8944 1.177 40 800: 6%|▋ | 15/233 [00:04<01:02, 3.47it/s] 16/30 5.63G 0.9733 0.8944 1.177 40 800: 7%|▋ | 16/233 [00:04<01:03, 3.42it/s] 16/30 5.63G 0.9785 0.8959 1.177 35 800: 7%|▋ | 16/233 [00:04<01:03, 3.42it/s] 16/30 5.63G 0.9785 0.8959 1.177 35 800: 7%|▋ | 17/233 [00:04<01:01, 3.49it/s] 16/30 5.63G 0.979 0.8872 1.178 42 800: 7%|▋ | 17/233 [00:05<01:01, 3.49it/s] 16/30 5.63G 0.979 0.8872 1.178 42 800: 8%|▊ | 18/233 [00:05<01:01, 3.52it/s] 16/30 5.63G 0.9771 0.8897 1.177 46 800: 8%|▊ | 18/233 [00:05<01:01, 3.52it/s] 16/30 5.63G 0.9771 0.8897 1.177 46 800: 8%|▊ | 19/233 [00:05<01:00, 3.53it/s] 16/30 5.63G 0.9762 0.889 1.177 46 800: 8%|▊ | 19/233 [00:05<01:00, 3.53it/s] 16/30 5.63G 0.9762 0.889 1.177 46 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800: 95%|█████████▌| 222/233 [01:00<00:02, 4.01it/s] 16/30 5.63G 0.9502 0.8875 1.158 34 800: 96%|█████████▌| 223/233 [01:00<00:02, 4.03it/s] 16/30 5.63G 0.9512 0.888 1.158 49 800: 96%|█████████▌| 223/233 [01:01<00:02, 4.03it/s] 16/30 5.63G 0.9512 0.888 1.158 49 800: 96%|█████████▌| 224/233 [01:01<00:02, 3.87it/s] 16/30 5.63G 0.9516 0.8888 1.158 54 800: 96%|█████████▌| 224/233 [01:01<00:02, 3.87it/s] 16/30 5.63G 0.9516 0.8888 1.158 54 800: 97%|█████████▋| 225/233 [01:01<00:02, 3.77it/s] 16/30 5.63G 0.9505 0.8881 1.158 38 800: 97%|█████████▋| 225/233 [01:01<00:02, 3.77it/s] 16/30 5.63G 0.9505 0.8881 1.158 38 800: 97%|█████████▋| 226/233 [01:01<00:01, 3.82it/s] 16/30 5.63G 0.9508 0.8891 1.159 43 800: 97%|█████████▋| 226/233 [01:01<00:01, 3.82it/s] 16/30 5.63G 0.9508 0.8891 1.159 43 800: 97%|█████████▋| 227/233 [01:01<00:01, 3.89it/s] 16/30 5.63G 0.9511 0.8893 1.159 42 800: 97%|█████████▋| 227/233 [01:02<00:01, 3.89it/s] 16/30 5.63G 0.9511 0.8893 1.159 42 800: 98%|█████████▊| 228/233 [01:02<00:01, 3.86it/s] 16/30 5.63G 0.9514 0.8904 1.159 49 800: 98%|█████████▊| 228/233 [01:02<00:01, 3.86it/s] 16/30 5.63G 0.9514 0.8904 1.159 49 800: 98%|█████████▊| 229/233 [01:02<00:01, 3.85it/s] 16/30 5.63G 0.9509 0.8898 1.159 38 800: 98%|█████████▊| 229/233 [01:02<00:01, 3.85it/s] 16/30 5.63G 0.9509 0.8898 1.159 38 800: 99%|█████████▊| 230/233 [01:02<00:00, 3.89it/s] 16/30 5.63G 0.9509 0.8905 1.158 49 800: 99%|█████████▊| 230/233 [01:02<00:00, 3.89it/s] 16/30 5.63G 0.9509 0.8905 1.158 49 800: 99%|█████████▉| 231/233 [01:02<00:00, 3.91it/s] 16/30 5.63G 0.9504 0.8898 1.158 40 800: 99%|█████████▉| 231/233 [01:03<00:00, 3.91it/s] 16/30 5.63G 0.9504 0.8898 1.158 40 800: 100%|█████████▉| 232/233 [01:03<00:00, 3.89it/s] 16/30 6.22G 0.9522 0.8898 1.158 11 800: 100%|█████████▉| 232/233 [01:03<00:00, 3.89it/s] 16/30 6.22G 0.9522 0.8898 1.158 11 800: 100%|██████████| 233/233 [01:03<00:00, 3.68it/s] Class Images Instances Box(P R mAP50 mAP50-95): 0%| | 0/7 [00:00<?, ?it/s] Class Images Instances Box(P R mAP50 mAP50-95): 14%|█▍ | 1/7 [00:00<00:01, 4.54it/s] Class Images Instances Box(P R mAP50 mAP50-95): 29%|██▊ | 2/7 [00:00<00:01, 4.60it/s] Class Images Instances Box(P R mAP50 mAP50-95): 43%|████▎ | 3/7 [00:00<00:00, 4.66it/s] Class Images Instances Box(P R mAP50 mAP50-95): 57%|█████▋ | 4/7 [00:00<00:00, 4.69it/s] Class Images Instances Box(P R mAP50 mAP50-95): 71%|███████▏ | 5/7 [00:01<00:00, 4.71it/s] Class Images Instances Box(P R mAP50 mAP50-95): 86%|████████▌ | 6/7 [00:01<00:00, 4.76it/s] Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 7/7 [00:01<00:00, 5.24it/s] all 200 249 0.739 0.719 0.743 0.469 Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size 0%| | 0/233 [00:00<?, ?it/s] 17/30 5.61G 1.102 0.9931 1.258 34 800: 0%| | 0/233 [00:00<?, ?it/s] 17/30 5.61G 1.102 0.9931 1.258 34 800: 0%| | 1/233 [00:00<01:10, 3.31it/s] 17/30 5.62G 0.9962 0.9065 1.178 39 800: 0%| | 1/233 [00:00<01:10, 3.31it/s] 17/30 5.62G 0.9962 0.9065 1.178 39 800: 1%| | 2/233 [00:00<01:03, 3.66it/s] 17/30 5.63G 1.007 0.9024 1.196 51 800: 1%| | 2/233 [00:00<01:03, 3.66it/s] 17/30 5.63G 1.007 0.9024 1.196 51 800: 1%|▏ | 3/233 [00:00<01:04, 3.57it/s] 17/30 5.63G 0.9487 0.8474 1.144 47 800: 1%|▏ | 3/233 [00:01<01:04, 3.57it/s] 17/30 5.63G 0.9487 0.8474 1.144 47 800: 2%|▏ | 4/233 [00:01<01:02, 3.68it/s] 17/30 5.63G 0.9805 0.8682 1.161 42 800: 2%|▏ | 4/233 [00:01<01:02, 3.68it/s] 17/30 5.63G 0.9805 0.8682 1.161 42 800: 2%|▏ | 5/233 [00:01<01:01, 3.70it/s] 17/30 5.63G 0.9701 0.9018 1.162 53 800: 2%|▏ | 5/233 [00:01<01:01, 3.70it/s] 17/30 5.63G 0.9701 0.9018 1.162 53 800: 3%|▎ | 6/233 [00:01<01:02, 3.66it/s] 17/30 5.63G 0.9881 0.9626 1.173 41 800: 3%|▎ | 6/233 [00:01<01:02, 3.66it/s] 17/30 5.63G 0.9881 0.9626 1.173 41 800: 3%|▎ | 7/233 [00:01<01:03, 3.56it/s] 17/30 5.63G 0.9755 0.9428 1.165 46 800: 3%|▎ | 7/233 [00:02<01:03, 3.56it/s] 17/30 5.63G 0.9755 0.9428 1.165 46 800: 3%|▎ | 8/233 [00:02<01:02, 3.61it/s] 17/30 5.63G 0.964 0.9257 1.155 34 800: 3%|▎ | 8/233 [00:02<01:02, 3.61it/s] 17/30 5.63G 0.964 0.9257 1.155 34 800: 4%|▍ | 9/233 [00:02<00:59, 3.74it/s] 17/30 5.63G 0.966 0.9135 1.159 37 800: 4%|▍ | 9/233 [00:02<00:59, 3.74it/s] 17/30 5.63G 0.966 0.9135 1.159 37 800: 4%|▍ | 10/233 [00:02<00:58, 3.84it/s] 17/30 5.63G 0.9775 0.9236 1.165 52 800: 4%|▍ | 10/233 [00:02<00:58, 3.84it/s] 17/30 5.63G 0.9775 0.9236 1.165 52 800: 5%|▍ | 11/233 [00:02<00:57, 3.84it/s] 17/30 5.63G 0.9756 0.9168 1.159 42 800: 5%|▍ | 11/233 [00:03<00:57, 3.84it/s] 17/30 5.63G 0.9756 0.9168 1.159 42 800: 5%|▌ | 12/233 [00:03<00:57, 3.84it/s] 17/30 5.63G 0.9824 0.9177 1.166 43 800: 5%|▌ | 12/233 [00:03<00:57, 3.84it/s] 17/30 5.63G 0.9824 0.9177 1.166 43 800: 6%|▌ | 13/233 [00:03<00:58, 3.76it/s] 17/30 5.63G 0.9735 0.9095 1.16 48 800: 6%|▌ | 13/233 [00:03<00:58, 3.76it/s] 17/30 5.63G 0.9735 0.9095 1.16 48 800: 6%|▌ | 14/233 [00:03<00:59, 3.69it/s] 17/30 5.63G 0.9616 0.9043 1.152 40 800: 6%|▌ | 14/233 [00:04<00:59, 3.69it/s] 17/30 5.63G 0.9616 0.9043 1.152 40 800: 6%|▋ | 15/233 [00:04<01:00, 3.62it/s] 17/30 5.63G 0.9489 0.8888 1.144 41 800: 6%|▋ | 15/233 [00:04<01:00, 3.62it/s] 17/30 5.63G 0.9489 0.8888 1.144 41 800: 7%|▋ | 16/233 [00:04<00:57, 3.75it/s] 17/30 5.63G 0.9366 0.8856 1.137 37 800: 7%|▋ | 16/233 [00:04<00:57, 3.75it/s] 17/30 5.63G 0.9366 0.8856 1.137 37 800: 7%|▋ | 17/233 [00:04<00:56, 3.83it/s] 17/30 5.63G 0.9474 0.8854 1.144 44 800: 7%|▋ | 17/233 [00:04<00:56, 3.83it/s] 17/30 5.63G 0.9474 0.8854 1.144 44 800: 8%|▊ | 18/233 [00:04<00:55, 3.91it/s] 17/30 5.63G 0.9575 0.9019 1.15 45 800: 8%|▊ | 18/233 [00:05<00:55, 3.91it/s] 17/30 5.63G 0.9575 0.9019 1.15 45 800: 8%|▊ | 19/233 [00:05<00:55, 3.88it/s] 17/30 5.63G 0.9588 0.9042 1.152 35 800: 8%|▊ | 19/233 [00:05<00:55, 3.88it/s] 17/30 5.63G 0.9588 0.9042 1.152 35 800: 9%|▊ | 20/233 [00:05<00:54, 3.94it/s] 17/30 5.63G 0.9557 0.9017 1.149 44 800: 9%|▊ | 20/233 [00:05<00:54, 3.94it/s] 17/30 5.63G 0.9557 0.9017 1.149 44 800: 9%|▉ | 21/233 [00:05<00:54, 3.88it/s] 17/30 5.63G 0.953 0.8965 1.146 40 800: 9%|▉ | 21/233 [00:05<00:54, 3.88it/s] 17/30 5.63G 0.953 0.8965 1.146 40 800: 9%|▉ | 22/233 [00:05<00:55, 3.83it/s] 17/30 5.63G 0.9574 0.9034 1.15 38 800: 9%|▉ | 22/233 [00:06<00:55, 3.83it/s] 17/30 5.63G 0.9574 0.9034 1.15 38 800: 10%|▉ | 23/233 [00:06<00:54, 3.83it/s] 17/30 5.63G 0.9591 0.9042 1.151 46 800: 10%|▉ | 23/233 [00:06<00:54, 3.83it/s] 17/30 5.63G 0.9591 0.9042 1.151 46 800: 10%|█ | 24/233 [00:06<00:54, 3.87it/s] 17/30 5.63G 0.9675 0.909 1.163 37 800: 10%|█ | 24/233 [00:06<00:54, 3.87it/s] 17/30 5.63G 0.9675 0.909 1.163 37 800: 11%|█ | 25/233 [00:06<00:53, 3.91it/s] 17/30 5.63G 0.9735 0.9115 1.168 44 800: 11%|█ | 25/233 [00:06<00:53, 3.91it/s] 17/30 5.63G 0.9735 0.9115 1.168 44 800: 11%|█ | 26/233 [00:06<00:53, 3.89it/s] 17/30 5.63G 0.9671 0.9066 1.164 44 800: 11%|█ | 26/233 [00:07<00:53, 3.89it/s] 17/30 5.63G 0.9671 0.9066 1.164 44 800: 12%|█▏ | 27/233 [00:07<00:53, 3.83it/s] 17/30 5.63G 0.9683 0.9006 1.167 38 800: 12%|█▏ | 27/233 [00:07<00:53, 3.83it/s] 17/30 5.63G 0.9683 0.9006 1.167 38 800: 12%|█▏ | 28/233 [00:07<00:52, 3.88it/s] 17/30 5.63G 0.9607 0.8949 1.162 41 800: 12%|█▏ | 28/233 [00:07<00:52, 3.88it/s] 17/30 5.63G 0.9607 0.8949 1.162 41 800: 12%|█▏ | 29/233 [00:07<00:51, 3.95it/s] 17/30 5.63G 0.9635 0.8956 1.165 44 800: 12%|█▏ | 29/233 [00:07<00:51, 3.95it/s] 17/30 5.63G 0.9635 0.8956 1.165 44 800: 13%|█▎ | 30/233 [00:07<00:50, 3.98it/s] 17/30 5.63G 0.9635 0.8907 1.164 35 800: 13%|█▎ | 30/233 [00:08<00:50, 3.98it/s] 17/30 5.63G 0.9635 0.8907 1.164 35 800: 13%|█▎ | 31/233 [00:08<00:51, 3.90it/s] 17/30 5.63G 0.9653 0.8964 1.165 53 800: 13%|█▎ | 31/233 [00:08<00:51, 3.90it/s] 17/30 5.63G 0.9653 0.8964 1.165 53 800: 14%|█▎ | 32/233 [00:08<00:52, 3.82it/s] 17/30 5.63G 0.9597 0.8887 1.162 35 800: 14%|█▎ | 32/233 [00:08<00:52, 3.82it/s] 17/30 5.63G 0.9597 0.8887 1.162 35 800: 14%|█▍ | 33/233 [00:08<00:53, 3.76it/s] 17/30 5.63G 0.9585 0.8847 1.163 40 800: 14%|█▍ | 33/233 [00:08<00:53, 3.76it/s] 17/30 5.63G 0.9585 0.8847 1.163 40 800: 15%|█▍ | 34/233 [00:08<00:54, 3.67it/s] 17/30 5.63G 0.9543 0.8787 1.16 43 800: 15%|█▍ | 34/233 [00:09<00:54, 3.67it/s] 17/30 5.63G 0.9543 0.8787 1.16 43 800: 15%|█▌ | 35/233 [00:09<00:54, 3.64it/s] 17/30 5.63G 0.9548 0.8767 1.159 38 800: 15%|█▌ | 35/233 [00:09<00:54, 3.64it/s] 17/30 5.63G 0.9548 0.8767 1.159 38 800: 15%|█▌ | 36/233 [00:09<00:52, 3.75it/s] 17/30 5.63G 0.955 0.8726 1.158 39 800: 15%|█▌ | 36/233 [00:09<00:52, 3.75it/s] 17/30 5.63G 0.955 0.8726 1.158 39 800: 16%|█▌ | 37/233 [00:09<00:51, 3.78it/s] 17/30 5.63G 0.9606 0.8778 1.163 53 800: 16%|█▌ | 37/233 [00:10<00:51, 3.78it/s] 17/30 5.63G 0.9606 0.8778 1.163 53 800: 16%|█▋ | 38/233 [00:10<00:50, 3.83it/s] 17/30 5.63G 0.9636 0.8857 1.164 49 800: 16%|█▋ | 38/233 [00:10<00:50, 3.83it/s] 17/30 5.63G 0.9636 0.8857 1.164 49 800: 17%|█▋ | 39/233 [00:10<00:51, 3.77it/s] 17/30 5.63G 0.9641 0.883 1.164 50 800: 17%|█▋ | 39/233 [00:10<00:51, 3.77it/s] 17/30 5.63G 0.9641 0.883 1.164 50 800: 17%|█▋ | 40/233 [00:10<00:51, 3.76it/s] 17/30 5.63G 0.9645 0.8778 1.164 39 800: 17%|█▋ | 40/233 [00:10<00:51, 3.76it/s] 17/30 5.63G 0.9645 0.8778 1.164 39 800: 18%|█▊ | 41/233 [00:10<00:49, 3.86it/s] 17/30 5.63G 0.9596 0.874 1.161 47 800: 18%|█▊ | 41/233 [00:11<00:49, 3.86it/s] 17/30 5.63G 0.9596 0.874 1.161 47 800: 18%|█▊ | 42/233 [00:11<00:48, 3.90it/s] 17/30 5.63G 0.9566 0.872 1.158 34 800: 18%|█▊ | 42/233 [00:11<00:48, 3.90it/s] 17/30 5.63G 0.9566 0.872 1.158 34 800: 18%|█▊ | 43/233 [00:11<00:49, 3.80it/s] 17/30 5.63G 0.9639 0.8822 1.163 36 800: 18%|█▊ | 43/233 [00:11<00:49, 3.80it/s] 17/30 5.63G 0.9639 0.8822 1.163 36 800: 19%|█▉ | 44/233 [00:11<00:48, 3.89it/s] 17/30 5.63G 0.9623 0.8807 1.161 33 800: 19%|█▉ | 44/233 [00:11<00:48, 3.89it/s] 17/30 5.63G 0.9623 0.8807 1.161 33 800: 19%|█▉ | 45/233 [00:11<00:48, 3.87it/s] 17/30 5.63G 0.9612 0.8797 1.162 37 800: 19%|█▉ | 45/233 [00:12<00:48, 3.87it/s] 17/30 5.63G 0.9612 0.8797 1.162 37 800: 20%|█▉ | 46/233 [00:12<00:49, 3.81it/s] 17/30 5.63G 0.965 0.8866 1.166 63 800: 20%|█▉ | 46/233 [00:12<00:49, 3.81it/s] 17/30 5.63G 0.965 0.8866 1.166 63 800: 20%|██ | 47/233 [00:12<00:49, 3.78it/s] 17/30 5.63G 0.9667 0.89 1.167 48 800: 20%|██ | 47/233 [00:12<00:49, 3.78it/s] 17/30 5.63G 0.9667 0.89 1.167 48 800: 21%|██ | 48/233 [00:12<00:48, 3.80it/s] 17/30 5.63G 0.9658 0.889 1.165 42 800: 21%|██ | 48/233 [00:12<00:48, 3.80it/s] 17/30 5.63G 0.9658 0.889 1.165 42 800: 21%|██ | 49/233 [00:12<00:47, 3.84it/s] 17/30 5.63G 0.9679 0.8901 1.164 46 800: 21%|██ | 49/233 [00:13<00:47, 3.84it/s] 17/30 5.63G 0.9679 0.8901 1.164 46 800: 21%|██▏ | 50/233 [00:13<00:48, 3.80it/s] 17/30 5.63G 0.9682 0.8928 1.164 35 800: 21%|██▏ | 50/233 [00:13<00:48, 3.80it/s] 17/30 5.63G 0.9682 0.8928 1.164 35 800: 22%|██▏ | 51/233 [00:13<00:49, 3.66it/s] 17/30 5.63G 0.9659 0.8903 1.162 39 800: 22%|██▏ | 51/233 [00:13<00:49, 3.66it/s] 17/30 5.63G 0.9659 0.8903 1.162 39 800: 22%|██▏ | 52/233 [00:13<00:49, 3.65it/s] 17/30 5.63G 0.9653 0.8868 1.161 44 800: 22%|██▏ | 52/233 [00:14<00:49, 3.65it/s] 17/30 5.63G 0.9653 0.8868 1.161 44 800: 23%|██▎ | 53/233 [00:14<00:49, 3.64it/s] 17/30 5.63G 0.9697 0.8878 1.163 42 800: 23%|██▎ | 53/233 [00:14<00:49, 3.64it/s] 17/30 5.63G 0.9697 0.8878 1.163 42 800: 23%|██▎ | 54/233 [00:14<00:50, 3.55it/s] 17/30 5.63G 0.9708 0.8889 1.163 51 800: 23%|██▎ | 54/233 [00:14<00:50, 3.55it/s] 17/30 5.63G 0.9708 0.8889 1.163 51 800: 24%|██▎ | 55/233 [00:14<00:51, 3.44it/s] 17/30 5.63G 0.9695 0.8867 1.163 45 800: 24%|██▎ | 55/233 [00:14<00:51, 3.44it/s] 17/30 5.63G 0.9695 0.8867 1.163 45 800: 24%|██▍ | 56/233 [00:14<00:49, 3.54it/s] 17/30 5.63G 0.9686 0.8875 1.163 37 800: 24%|██▍ | 56/233 [00:15<00:49, 3.54it/s] 17/30 5.63G 0.9686 0.8875 1.163 37 800: 24%|██▍ | 57/233 [00:15<00:48, 3.60it/s] 17/30 5.63G 0.9694 0.8879 1.164 44 800: 24%|██▍ | 57/233 [00:15<00:48, 3.60it/s] 17/30 5.63G 0.9694 0.8879 1.164 44 800: 25%|██▍ | 58/233 [00:15<00:47, 3.65it/s] 17/30 5.63G 0.9699 0.8878 1.165 38 800: 25%|██▍ | 58/233 [00:15<00:47, 3.65it/s] 17/30 5.63G 0.9699 0.8878 1.165 38 800: 25%|██▌ | 59/233 [00:15<00:47, 3.69it/s] 17/30 5.63G 0.9698 0.8879 1.164 47 800: 25%|██▌ | 59/233 [00:15<00:47, 3.69it/s] 17/30 5.63G 0.9698 0.8879 1.164 47 800: 26%|██▌ | 60/233 [00:15<00:45, 3.79it/s] 17/30 5.63G 0.9681 0.8876 1.162 37 800: 26%|██▌ | 60/233 [00:16<00:45, 3.79it/s] 17/30 5.63G 0.9681 0.8876 1.162 37 800: 26%|██▌ | 61/233 [00:16<00:44, 3.85it/s] 17/30 5.63G 0.9665 0.8858 1.16 39 800: 26%|██▌ | 61/233 [00:16<00:44, 3.85it/s] 17/30 5.63G 0.9665 0.8858 1.16 39 800: 27%|██▋ | 62/233 [00:16<00:43, 3.91it/s] 17/30 5.63G 0.9675 0.884 1.161 40 800: 27%|██▋ | 62/233 [00:16<00:43, 3.91it/s] 17/30 5.63G 0.9675 0.884 1.161 40 800: 27%|██▋ | 63/233 [00:16<00:44, 3.86it/s] 17/30 5.63G 0.9665 0.884 1.162 58 800: 27%|██▋ | 63/233 [00:16<00:44, 3.86it/s] 17/30 5.63G 0.9665 0.884 1.162 58 800: 27%|██▋ | 64/233 [00:16<00:44, 3.76it/s] 17/30 5.63G 0.9636 0.881 1.16 35 800: 27%|██▋ | 64/233 [00:17<00:44, 3.76it/s] 17/30 5.63G 0.9636 0.881 1.16 35 800: 28%|██▊ | 65/233 [00:17<00:44, 3.77it/s] 17/30 5.63G 0.9655 0.8819 1.16 38 800: 28%|██▊ | 65/233 [00:17<00:44, 3.77it/s] 17/30 5.63G 0.9655 0.8819 1.16 38 800: 28%|██▊ | 66/233 [00:17<00:45, 3.69it/s] 17/30 5.63G 0.9668 0.8837 1.16 52 800: 28%|██▊ | 66/233 [00:17<00:45, 3.69it/s] 17/30 5.63G 0.9668 0.8837 1.16 52 800: 29%|██▉ | 67/233 [00:17<00:46, 3.60it/s] 17/30 5.63G 0.968 0.886 1.163 40 800: 29%|██▉ | 67/233 [00:18<00:46, 3.60it/s] 17/30 5.63G 0.968 0.886 1.163 40 800: 29%|██▉ | 68/233 [00:18<00:44, 3.71it/s] 17/30 5.63G 0.9662 0.8817 1.162 34 800: 29%|██▉ | 68/233 [00:18<00:44, 3.71it/s] 17/30 5.63G 0.9662 0.8817 1.162 34 800: 30%|██▉ | 69/233 [00:18<00:43, 3.81it/s] 17/30 5.63G 0.9643 0.8805 1.161 41 800: 30%|██▉ | 69/233 [00:18<00:43, 3.81it/s] 17/30 5.63G 0.9643 0.8805 1.161 41 800: 30%|███ | 70/233 [00:18<00:42, 3.86it/s] 17/30 5.63G 0.9633 0.8802 1.161 45 800: 30%|███ | 70/233 [00:18<00:42, 3.86it/s] 17/30 5.63G 0.9633 0.8802 1.161 45 800: 30%|███ | 71/233 [00:18<00:42, 3.84it/s] 17/30 5.63G 0.9658 0.8809 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86%|████████▋ | 201/233 [00:54<00:09, 3.49it/s] 17/30 5.63G 0.9495 0.8852 1.149 45 800: 86%|████████▋ | 201/233 [00:55<00:09, 3.49it/s] 17/30 5.63G 0.9495 0.8852 1.149 45 800: 87%|████████▋ | 202/233 [00:55<00:08, 3.53it/s] 17/30 5.63G 0.9484 0.8843 1.149 35 800: 87%|████████▋ | 202/233 [00:55<00:08, 3.53it/s] 17/30 5.63G 0.9484 0.8843 1.149 35 800: 87%|████████▋ | 203/233 [00:55<00:08, 3.44it/s] 17/30 5.63G 0.9494 0.8849 1.15 49 800: 87%|████████▋ | 203/233 [00:55<00:08, 3.44it/s] 17/30 5.63G 0.9494 0.8849 1.15 49 800: 88%|████████▊ | 204/233 [00:55<00:08, 3.46it/s] 17/30 5.63G 0.9485 0.8839 1.149 37 800: 88%|████████▊ | 204/233 [00:55<00:08, 3.46it/s] 17/30 5.63G 0.9485 0.8839 1.149 37 800: 88%|████████▊ | 205/233 [00:55<00:07, 3.52it/s] 17/30 5.63G 0.9493 0.8839 1.15 38 800: 88%|████████▊ | 205/233 [00:56<00:07, 3.52it/s] 17/30 5.63G 0.9493 0.8839 1.15 38 800: 88%|████████▊ | 206/233 [00:56<00:07, 3.54it/s] 17/30 5.63G 0.9499 0.8851 1.15 37 800: 88%|████████▊ | 206/233 [00:56<00:07, 3.54it/s] 17/30 5.63G 0.9499 0.8851 1.15 37 800: 89%|████████▉ | 207/233 [00:56<00:07, 3.46it/s] 17/30 5.63G 0.9498 0.8844 1.15 35 800: 89%|████████▉ | 207/233 [00:56<00:07, 3.46it/s] 17/30 5.63G 0.9498 0.8844 1.15 35 800: 89%|████████▉ | 208/233 [00:56<00:07, 3.50it/s] 17/30 5.63G 0.9507 0.8853 1.15 45 800: 89%|████████▉ | 208/233 [00:57<00:07, 3.50it/s] 17/30 5.63G 0.9507 0.8853 1.15 45 800: 90%|████████▉ | 209/233 [00:57<00:06, 3.53it/s] 17/30 5.63G 0.9508 0.8859 1.15 36 800: 90%|████████▉ | 209/233 [00:57<00:06, 3.53it/s] 17/30 5.63G 0.9508 0.8859 1.15 36 800: 90%|█████████ | 210/233 [00:57<00:06, 3.54it/s] 17/30 5.63G 0.9506 0.8855 1.15 47 800: 90%|█████████ | 210/233 [00:57<00:06, 3.54it/s] 17/30 5.63G 0.9506 0.8855 1.15 47 800: 91%|█████████ | 211/233 [00:57<00:06, 3.49it/s] 17/30 5.63G 0.9503 0.885 1.15 40 800: 91%|█████████ | 211/233 [00:57<00:06, 3.49it/s] 17/30 5.63G 0.9503 0.885 1.15 40 800: 91%|█████████ | 212/233 [00:57<00:05, 3.52it/s] 17/30 5.63G 0.9506 0.8857 1.15 53 800: 91%|█████████ | 212/233 [00:58<00:05, 3.52it/s] 17/30 5.63G 0.9506 0.8857 1.15 53 800: 91%|█████████▏| 213/233 [00:58<00:05, 3.56it/s] 17/30 5.63G 0.9504 0.8849 1.15 41 800: 91%|█████████▏| 213/233 [00:58<00:05, 3.56it/s] 17/30 5.63G 0.9504 0.8849 1.15 41 800: 92%|█████████▏| 214/233 [00:58<00:05, 3.55it/s] 17/30 5.63G 0.9508 0.8866 1.151 49 800: 92%|█████████▏| 214/233 [00:58<00:05, 3.55it/s] 17/30 5.63G 0.9508 0.8866 1.151 49 800: 92%|█████████▏| 215/233 [00:58<00:05, 3.49it/s] 17/30 5.63G 0.9507 0.8866 1.151 48 800: 92%|█████████▏| 215/233 [00:59<00:05, 3.49it/s] 17/30 5.63G 0.9507 0.8866 1.151 48 800: 93%|█████████▎| 216/233 [00:59<00:04, 3.52it/s] 17/30 5.63G 0.9504 0.8863 1.15 38 800: 93%|█████████▎| 216/233 [00:59<00:04, 3.52it/s] 17/30 5.63G 0.9504 0.8863 1.15 38 800: 93%|█████████▎| 217/233 [00:59<00:04, 3.53it/s] 17/30 5.63G 0.9507 0.8869 1.15 49 800: 93%|█████████▎| 217/233 [00:59<00:04, 3.53it/s] 17/30 5.63G 0.9507 0.8869 1.15 49 800: 94%|█████████▎| 218/233 [00:59<00:04, 3.54it/s] 17/30 5.63G 0.9501 0.8867 1.15 43 800: 94%|█████████▎| 218/233 [00:59<00:04, 3.54it/s] 17/30 5.63G 0.9501 0.8867 1.15 43 800: 94%|█████████▍| 219/233 [00:59<00:03, 3.51it/s] 17/30 5.63G 0.9507 0.887 1.15 46 800: 94%|█████████▍| 219/233 [01:00<00:03, 3.51it/s] 17/30 5.63G 0.9507 0.887 1.15 46 800: 94%|█████████▍| 220/233 [01:00<00:03, 3.53it/s] 17/30 5.63G 0.9505 0.8873 1.15 37 800: 94%|█████████▍| 220/233 [01:00<00:03, 3.53it/s] 17/30 5.63G 0.9505 0.8873 1.15 37 800: 95%|█████████▍| 221/233 [01:00<00:03, 3.55it/s] 17/30 5.63G 0.95 0.8869 1.151 28 800: 95%|█████████▍| 221/233 [01:00<00:03, 3.55it/s] 17/30 5.63G 0.95 0.8869 1.151 28 800: 95%|█████████▌| 222/233 [01:00<00:03, 3.53it/s] 17/30 5.63G 0.9503 0.8872 1.151 39 800: 95%|█████████▌| 222/233 [01:01<00:03, 3.53it/s] 17/30 5.63G 0.9503 0.8872 1.151 39 800: 96%|█████████▌| 223/233 [01:01<00:02, 3.46it/s] 17/30 5.63G 0.9502 0.8875 1.151 40 800: 96%|█████████▌| 223/233 [01:01<00:02, 3.46it/s] 17/30 5.63G 0.9502 0.8875 1.151 40 800: 96%|█████████▌| 224/233 [01:01<00:02, 3.51it/s] 17/30 5.63G 0.9504 0.8873 1.151 43 800: 96%|█████████▌| 224/233 [01:01<00:02, 3.51it/s] 17/30 5.63G 0.9504 0.8873 1.151 43 800: 97%|█████████▋| 225/233 [01:01<00:02, 3.53it/s] 17/30 5.63G 0.9505 0.887 1.15 60 800: 97%|█████████▋| 225/233 [01:01<00:02, 3.53it/s] 17/30 5.63G 0.9505 0.887 1.15 60 800: 97%|█████████▋| 226/233 [01:01<00:01, 3.55it/s] 17/30 5.63G 0.9505 0.8866 1.151 39 800: 97%|█████████▋| 226/233 [01:02<00:01, 3.55it/s] 17/30 5.63G 0.9505 0.8866 1.151 39 800: 97%|█████████▋| 227/233 [01:02<00:01, 3.54it/s] 17/30 5.63G 0.9507 0.8871 1.151 46 800: 97%|█████████▋| 227/233 [01:02<00:01, 3.54it/s] 17/30 5.63G 0.9507 0.8871 1.151 46 800: 98%|█████████▊| 228/233 [01:02<00:01, 3.58it/s] 17/30 5.63G 0.9511 0.8878 1.151 51 800: 98%|█████████▊| 228/233 [01:02<00:01, 3.58it/s] 17/30 5.63G 0.9511 0.8878 1.151 51 800: 98%|█████████▊| 229/233 [01:02<00:01, 3.69it/s] 17/30 5.63G 0.9505 0.8871 1.151 37 800: 98%|█████████▊| 229/233 [01:02<00:01, 3.69it/s] 17/30 5.63G 0.9505 0.8871 1.151 37 800: 99%|█████████▊| 230/233 [01:02<00:00, 3.74it/s] 17/30 5.63G 0.9501 0.8864 1.151 34 800: 99%|█████████▊| 230/233 [01:03<00:00, 3.74it/s] 17/30 5.63G 0.9501 0.8864 1.151 34 800: 99%|█████████▉| 231/233 [01:03<00:00, 3.60it/s] 17/30 5.63G 0.9497 0.8861 1.15 43 800: 99%|█████████▉| 231/233 [01:03<00:00, 3.60it/s] 17/30 5.63G 0.9497 0.8861 1.15 43 800: 100%|█████████▉| 232/233 [01:03<00:00, 3.57it/s] 17/30 6.23G 0.9488 0.8856 1.15 14 800: 100%|█████████▉| 232/233 [01:03<00:00, 3.57it/s] 17/30 6.23G 0.9488 0.8856 1.15 14 800: 100%|██████████| 233/233 [01:03<00:00, 4.35it/s] 17/30 6.23G 0.9488 0.8856 1.15 14 800: 100%|██████████| 233/233 [01:03<00:00, 3.66it/s] Class Images Instances Box(P R mAP50 mAP50-95): 0%| | 0/7 [00:00<?, ?it/s] Class Images Instances Box(P R mAP50 mAP50-95): 14%|█▍ | 1/7 [00:00<00:01, 4.71it/s] Class Images Instances Box(P R mAP50 mAP50-95): 29%|██▊ | 2/7 [00:00<00:01, 4.61it/s] Class Images Instances Box(P R mAP50 mAP50-95): 43%|████▎ | 3/7 [00:00<00:00, 4.60it/s] Class Images Instances Box(P R mAP50 mAP50-95): 57%|█████▋ | 4/7 [00:00<00:00, 4.69it/s] Class Images Instances Box(P R mAP50 mAP50-95): 71%|███████▏ | 5/7 [00:01<00:00, 4.69it/s] Class Images Instances Box(P R mAP50 mAP50-95): 86%|████████▌ | 6/7 [00:01<00:00, 4.72it/s] Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 7/7 [00:01<00:00, 5.20it/s] all 200 249 0.792 0.675 0.753 0.482 Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size 0%| | 0/233 [00:00<?, ?it/s] 18/30 5.61G 0.7915 0.7837 1.074 46 800: 0%| | 0/233 [00:00<?, ?it/s] 18/30 5.61G 0.7915 0.7837 1.074 46 800: 0%| | 1/233 [00:00<01:05, 3.56it/s] 18/30 5.64G 0.8554 0.7698 1.12 44 800: 0%| | 1/233 [00:00<01:05, 3.56it/s] 18/30 5.64G 0.8554 0.7698 1.12 44 800: 1%| | 2/233 [00:00<01:02, 3.70it/s] 18/30 5.64G 0.903 0.849 1.147 47 800: 1%| | 2/233 [00:00<01:02, 3.70it/s] 18/30 5.64G 0.903 0.849 1.147 47 800: 1%|▏ | 3/233 [00:00<01:00, 3.79it/s] 18/30 5.64G 0.934 0.9108 1.166 49 800: 1%|▏ | 3/233 [00:01<01:00, 3.79it/s] 18/30 5.64G 0.934 0.9108 1.166 49 800: 2%|▏ | 4/233 [00:01<01:01, 3.72it/s] 18/30 5.64G 0.9472 0.9089 1.157 36 800: 2%|▏ | 4/233 [00:01<01:01, 3.72it/s] 18/30 5.64G 0.9472 0.9089 1.157 36 800: 2%|▏ | 5/233 [00:01<01:02, 3.64it/s] 18/30 5.64G 0.9409 0.9244 1.164 43 800: 2%|▏ | 5/233 [00:01<01:02, 3.64it/s] 18/30 5.64G 0.9409 0.9244 1.164 43 800: 3%|▎ | 6/233 [00:01<01:03, 3.55it/s] 18/30 5.64G 0.9176 0.8883 1.144 40 800: 3%|▎ | 6/233 [00:01<01:03, 3.55it/s] 18/30 5.64G 0.9176 0.8883 1.144 40 800: 3%|▎ | 7/233 [00:01<01:03, 3.54it/s] 18/30 5.64G 0.9037 0.8887 1.143 41 800: 3%|▎ | 7/233 [00:02<01:03, 3.54it/s] 18/30 5.64G 0.9037 0.8887 1.143 41 800: 3%|▎ | 8/233 [00:02<01:00, 3.69it/s] 18/30 5.64G 0.9023 0.8767 1.13 50 800: 3%|▎ | 8/233 [00:02<01:00, 3.69it/s] 18/30 5.64G 0.9023 0.8767 1.13 50 800: 4%|▍ | 9/233 [00:02<00:58, 3.80it/s] 18/30 5.64G 0.8952 0.855 1.126 34 800: 4%|▍ | 9/233 [00:02<00:58, 3.80it/s] 18/30 5.64G 0.8952 0.855 1.126 34 800: 4%|▍ | 10/233 [00:02<00:58, 3.79it/s] 18/30 5.64G 0.8983 0.854 1.123 43 800: 4%|▍ | 10/233 [00:02<00:58, 3.79it/s] 18/30 5.64G 0.8983 0.854 1.123 43 800: 5%|▍ | 11/233 [00:02<00:57, 3.87it/s] 18/30 5.64G 0.8828 0.8548 1.116 49 800: 5%|▍ | 11/233 [00:03<00:57, 3.87it/s] 18/30 5.64G 0.8828 0.8548 1.116 49 800: 5%|▌ | 12/233 [00:03<00:56, 3.93it/s] 18/30 5.64G 0.878 0.8588 1.114 41 800: 5%|▌ | 12/233 [00:03<00:56, 3.93it/s] 18/30 5.64G 0.878 0.8588 1.114 41 800: 6%|▌ | 13/233 [00:03<00:55, 3.96it/s] 18/30 5.64G 0.8852 0.8685 1.123 42 800: 6%|▌ | 13/233 [00:03<00:55, 3.96it/s] 18/30 5.64G 0.8852 0.8685 1.123 42 800: 6%|▌ | 14/233 [00:03<00:57, 3.82it/s] 18/30 5.64G 0.8871 0.8571 1.12 47 800: 6%|▌ | 14/233 [00:03<00:57, 3.82it/s] 18/30 5.64G 0.8871 0.8571 1.12 47 800: 6%|▋ | 15/233 [00:03<00:55, 3.90it/s] 18/30 5.64G 0.9007 0.8677 1.129 49 800: 6%|▋ | 15/233 [00:04<00:55, 3.90it/s] 18/30 5.64G 0.9007 0.8677 1.129 49 800: 7%|▋ | 16/233 [00:04<00:55, 3.92it/s] 18/30 5.64G 0.9011 0.8587 1.129 43 800: 7%|▋ | 16/233 [00:04<00:55, 3.92it/s] 18/30 5.64G 0.9011 0.8587 1.129 43 800: 7%|▋ | 17/233 [00:04<00:55, 3.91it/s] 18/30 5.64G 0.9006 0.8673 1.123 35 800: 7%|▋ | 17/233 [00:04<00:55, 3.91it/s] 18/30 5.64G 0.9006 0.8673 1.123 35 800: 8%|▊ | 18/233 [00:04<00:58, 3.69it/s] 18/30 5.64G 0.8949 0.8567 1.127 38 800: 8%|▊ | 18/233 [00:05<00:58, 3.69it/s] 18/30 5.64G 0.8949 0.8567 1.127 38 800: 8%|▊ | 19/233 [00:05<00:58, 3.67it/s] 18/30 5.64G 0.8949 0.8523 1.127 41 800: 8%|▊ | 19/233 [00:05<00:58, 3.67it/s] 18/30 5.64G 0.8949 0.8523 1.127 41 800: 9%|▊ | 20/233 [00:05<00:57, 3.72it/s] 18/30 5.64G 0.8941 0.8528 1.126 37 800: 9%|▊ | 20/233 [00:05<00:57, 3.72it/s] 18/30 5.64G 0.8941 0.8528 1.126 37 800: 9%|▉ | 21/233 [00:05<00:55, 3.81it/s] 18/30 5.64G 0.8961 0.8501 1.127 47 800: 9%|▉ | 21/233 [00:05<00:55, 3.81it/s] 18/30 5.64G 0.8961 0.8501 1.127 47 800: 9%|▉ | 22/233 [00:05<00:55, 3.82it/s] 18/30 5.64G 0.899 0.8542 1.13 53 800: 9%|▉ | 22/233 [00:06<00:55, 3.82it/s] 18/30 5.64G 0.899 0.8542 1.13 53 800: 10%|▉ | 23/233 [00:06<00:54, 3.87it/s] 18/30 5.64G 0.898 0.8543 1.127 32 800: 10%|▉ | 23/233 [00:06<00:54, 3.87it/s] 18/30 5.64G 0.898 0.8543 1.127 32 800: 10%|█ | 24/233 [00:06<00:53, 3.94it/s] 18/30 5.64G 0.8951 0.8557 1.128 52 800: 10%|█ | 24/233 [00:06<00:53, 3.94it/s] 18/30 5.64G 0.8951 0.8557 1.128 52 800: 11%|█ | 25/233 [00:06<00:52, 3.95it/s] 18/30 5.64G 0.8941 0.8593 1.131 24 800: 11%|█ | 25/233 [00:06<00:52, 3.95it/s] 18/30 5.64G 0.8941 0.8593 1.131 24 800: 11%|█ | 26/233 [00:06<00:53, 3.88it/s] 18/30 5.64G 0.8956 0.8595 1.131 43 800: 11%|█ | 26/233 [00:07<00:53, 3.88it/s] 18/30 5.64G 0.8956 0.8595 1.131 43 800: 12%|█▏ | 27/233 [00:07<00:54, 3.79it/s] 18/30 5.64G 0.8945 0.8618 1.13 38 800: 12%|█▏ | 27/233 [00:07<00:54, 3.79it/s] 18/30 5.64G 0.8945 0.8618 1.13 38 800: 12%|█▏ | 28/233 [00:07<00:54, 3.73it/s] 18/30 5.64G 0.8902 0.8555 1.127 43 800: 12%|█▏ | 28/233 [00:07<00:54, 3.73it/s] 18/30 5.64G 0.8902 0.8555 1.127 43 800: 12%|█▏ | 29/233 [00:07<00:55, 3.67it/s] 18/30 5.64G 0.8896 0.8518 1.127 40 800: 12%|█▏ | 29/233 [00:07<00:55, 3.67it/s] 18/30 5.64G 0.8896 0.8518 1.127 40 800: 13%|█▎ | 30/233 [00:07<00:54, 3.72it/s] 18/30 5.64G 0.8866 0.8448 1.129 30 800: 13%|█▎ | 30/233 [00:08<00:54, 3.72it/s] 18/30 5.64G 0.8866 0.8448 1.129 30 800: 13%|█▎ | 31/233 [00:08<00:52, 3.81it/s] 18/30 5.64G 0.8831 0.8436 1.127 41 800: 13%|█▎ | 31/233 [00:08<00:52, 3.81it/s] 18/30 5.64G 0.8831 0.8436 1.127 41 800: 14%|█▎ | 32/233 [00:08<00:51, 3.89it/s] 18/30 5.64G 0.8809 0.8445 1.128 48 800: 14%|█▎ | 32/233 [00:08<00:51, 3.89it/s] 18/30 5.64G 0.8809 0.8445 1.128 48 800: 14%|█▍ | 33/233 [00:08<00:50, 3.94it/s] 18/30 5.64G 0.8821 0.8421 1.127 51 800: 14%|█▍ | 33/233 [00:08<00:50, 3.94it/s] 18/30 5.64G 0.8821 0.8421 1.127 51 800: 15%|█▍ | 34/233 [00:08<00:51, 3.90it/s] 18/30 5.64G 0.8854 0.8388 1.131 38 800: 15%|█▍ | 34/233 [00:09<00:51, 3.90it/s] 18/30 5.64G 0.8854 0.8388 1.131 38 800: 15%|█▌ | 35/233 [00:09<00:50, 3.95it/s] 18/30 5.64G 0.8871 0.8434 1.131 44 800: 15%|█▌ | 35/233 [00:09<00:50, 3.95it/s] 18/30 5.64G 0.8871 0.8434 1.131 44 800: 15%|█▌ | 36/233 [00:09<00:50, 3.90it/s] 18/30 5.64G 0.8872 0.8402 1.13 33 800: 15%|█▌ | 36/233 [00:09<00:50, 3.90it/s] 18/30 5.64G 0.8872 0.8402 1.13 33 800: 16%|█▌ | 37/233 [00:09<00:50, 3.89it/s] 18/30 5.64G 0.8928 0.8464 1.136 56 800: 16%|█▌ | 37/233 [00:09<00:50, 3.89it/s] 18/30 5.64G 0.8928 0.8464 1.136 56 800: 16%|█▋ | 38/233 [00:09<00:50, 3.84it/s] 18/30 5.64G 0.8947 0.8445 1.137 45 800: 16%|█▋ | 38/233 [00:10<00:50, 3.84it/s] 18/30 5.64G 0.8947 0.8445 1.137 45 800: 17%|█▋ | 39/233 [00:10<00:49, 3.90it/s] 18/30 5.64G 0.8968 0.847 1.138 35 800: 17%|█▋ | 39/233 [00:10<00:49, 3.90it/s] 18/30 5.64G 0.8968 0.847 1.138 35 800: 17%|█▋ | 40/233 [00:10<00:48, 3.95it/s] 18/30 5.64G 0.8952 0.8486 1.137 41 800: 17%|█▋ | 40/233 [00:10<00:48, 3.95it/s] 18/30 5.64G 0.8952 0.8486 1.137 41 800: 18%|█▊ | 41/233 [00:10<00:48, 3.99it/s] 18/30 5.64G 0.8968 0.8494 1.137 51 800: 18%|█▊ | 41/233 [00:10<00:48, 3.99it/s] 18/30 5.64G 0.8968 0.8494 1.137 51 800: 18%|█▊ | 42/233 [00:10<00:48, 3.96it/s] 18/30 5.64G 0.8935 0.846 1.135 29 800: 18%|█▊ | 42/233 [00:11<00:48, 3.96it/s] 18/30 5.64G 0.8935 0.846 1.135 29 800: 18%|█▊ | 43/233 [00:11<00:47, 4.00it/s] 18/30 5.64G 0.8973 0.8475 1.137 44 800: 18%|█▊ | 43/233 [00:11<00:47, 4.00it/s] 18/30 5.64G 0.8973 0.8475 1.137 44 800: 19%|█▉ | 44/233 [00:11<00:47, 4.01it/s] 18/30 5.64G 0.897 0.8469 1.138 38 800: 19%|█▉ | 44/233 [00:11<00:47, 4.01it/s] 18/30 5.64G 0.897 0.8469 1.138 38 800: 19%|█▉ | 45/233 [00:11<00:47, 3.98it/s] 18/30 5.64G 0.8995 0.8473 1.141 45 800: 19%|█▉ | 45/233 [00:11<00:47, 3.98it/s] 18/30 5.64G 0.8995 0.8473 1.141 45 800: 20%|█▉ | 46/233 [00:11<00:47, 3.93it/s] 18/30 5.64G 0.9043 0.8513 1.144 36 800: 20%|█▉ | 46/233 [00:12<00:47, 3.93it/s] 18/30 5.64G 0.9043 0.8513 1.144 36 800: 20%|██ | 47/233 [00:12<00:46, 3.97it/s] 18/30 5.64G 0.9034 0.8501 1.145 37 800: 20%|██ | 47/233 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3.46it/s] 18/30 5.64G 0.9126 0.8514 1.14 34 800: 52%|█████▏ | 121/233 [00:31<00:32, 3.45it/s] 18/30 5.64G 0.9125 0.8513 1.139 37 800: 52%|█████▏ | 121/233 [00:31<00:32, 3.45it/s] 18/30 5.64G 0.9125 0.8513 1.139 37 800: 52%|█████▏ | 122/233 [00:31<00:33, 3.34it/s] 18/30 5.64G 0.9129 0.8516 1.14 42 800: 52%|█████▏ | 122/233 [00:32<00:33, 3.34it/s] 18/30 5.64G 0.9129 0.8516 1.14 42 800: 53%|█████▎ | 123/233 [00:32<00:32, 3.40it/s] 18/30 5.64G 0.9143 0.854 1.141 36 800: 53%|█████▎ | 123/233 [00:32<00:32, 3.40it/s] 18/30 5.64G 0.9143 0.854 1.141 36 800: 53%|█████▎ | 124/233 [00:32<00:31, 3.42it/s] 18/30 5.64G 0.9141 0.8554 1.141 51 800: 53%|█████▎ | 124/233 [00:32<00:31, 3.42it/s] 18/30 5.64G 0.9141 0.8554 1.141 51 800: 54%|█████▎ | 125/233 [00:32<00:31, 3.44it/s] 18/30 5.64G 0.9156 0.8564 1.141 39 800: 54%|█████▎ | 125/233 [00:33<00:31, 3.44it/s] 18/30 5.64G 0.9156 0.8564 1.141 39 800: 54%|█████▍ | 126/233 [00:33<00:31, 3.40it/s] 18/30 5.64G 0.915 0.8561 1.141 40 800: 54%|█████▍ | 126/233 [00:33<00:31, 3.40it/s] 18/30 5.64G 0.915 0.8561 1.141 40 800: 55%|█████▍ | 127/233 [00:33<00:31, 3.38it/s] 18/30 5.64G 0.9153 0.8551 1.143 51 800: 55%|█████▍ | 127/233 [00:33<00:31, 3.38it/s] 18/30 5.64G 0.9153 0.8551 1.143 51 800: 55%|█████▍ | 128/233 [00:33<00:30, 3.46it/s] 18/30 5.64G 0.9153 0.8537 1.142 40 800: 55%|█████▍ | 128/233 [00:33<00:30, 3.46it/s] 18/30 5.64G 0.9153 0.8537 1.142 40 800: 55%|█████▌ | 129/233 [00:33<00:29, 3.50it/s] 18/30 5.64G 0.9162 0.8543 1.142 38 800: 55%|█████▌ | 129/233 [00:34<00:29, 3.50it/s] 18/30 5.64G 0.9162 0.8543 1.142 38 800: 56%|█████▌ | 130/233 [00:34<00:29, 3.49it/s] 18/30 5.64G 0.9172 0.8536 1.143 47 800: 56%|█████▌ | 130/233 [00:34<00:29, 3.49it/s] 18/30 5.64G 0.9172 0.8536 1.143 47 800: 56%|█████▌ | 131/233 [00:34<00:28, 3.53it/s] 18/30 5.64G 0.9193 0.8541 1.144 50 800: 56%|█████▌ | 131/233 [00:34<00:28, 3.53it/s] 18/30 5.64G 0.9193 0.8541 1.144 50 800: 57%|█████▋ | 132/233 [00:34<00:28, 3.49it/s] 18/30 5.64G 0.9196 0.8556 1.144 35 800: 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[00:43<00:20, 3.59it/s] 18/30 5.64G 0.9192 0.8499 1.143 43 800: 70%|██████▉ | 162/233 [00:43<00:20, 3.55it/s] 18/30 5.64G 0.9192 0.8506 1.143 36 800: 70%|██████▉ | 162/233 [00:43<00:20, 3.55it/s] 18/30 5.64G 0.9192 0.8506 1.143 36 800: 70%|██████▉ | 163/233 [00:43<00:19, 3.53it/s] 18/30 5.64G 0.9199 0.8522 1.143 36 800: 70%|██████▉ | 163/233 [00:43<00:19, 3.53it/s] 18/30 5.64G 0.9199 0.8522 1.143 36 800: 70%|███████ | 164/233 [00:43<00:19, 3.55it/s] 18/30 5.64G 0.9194 0.8521 1.143 51 800: 70%|███████ | 164/233 [00:43<00:19, 3.55it/s] 18/30 5.64G 0.9194 0.8521 1.143 51 800: 71%|███████ | 165/233 [00:43<00:19, 3.56it/s] 18/30 5.64G 0.9191 0.8522 1.143 42 800: 71%|███████ | 165/233 [00:44<00:19, 3.56it/s] 18/30 5.64G 0.9191 0.8522 1.143 42 800: 71%|███████ | 166/233 [00:44<00:19, 3.50it/s] 18/30 5.64G 0.9191 0.8515 1.143 33 800: 71%|███████ | 166/233 [00:44<00:19, 3.50it/s] 18/30 5.64G 0.9191 0.8515 1.143 33 800: 72%|███████▏ | 167/233 [00:44<00:19, 3.47it/s] 18/30 5.64G 0.92 0.8528 1.144 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800: 77%|███████▋ | 179/233 [00:47<00:16, 3.35it/s] 18/30 5.64G 0.9195 0.8508 1.142 49 800: 77%|███████▋ | 179/233 [00:48<00:16, 3.35it/s] 18/30 5.64G 0.9195 0.8508 1.142 49 800: 77%|███████▋ | 180/233 [00:48<00:15, 3.41it/s] 18/30 5.64G 0.9203 0.8516 1.143 34 800: 77%|███████▋ | 180/233 [00:48<00:15, 3.41it/s] 18/30 5.64G 0.9203 0.8516 1.143 34 800: 78%|███████▊ | 181/233 [00:48<00:14, 3.48it/s] 18/30 5.64G 0.9201 0.8516 1.143 41 800: 78%|███████▊ | 181/233 [00:48<00:14, 3.48it/s] 18/30 5.64G 0.9201 0.8516 1.143 41 800: 78%|███████▊ | 182/233 [00:48<00:14, 3.41it/s] 18/30 5.64G 0.9203 0.852 1.143 35 800: 78%|███████▊ | 182/233 [00:49<00:14, 3.41it/s] 18/30 5.64G 0.9203 0.852 1.143 35 800: 79%|███████▊ | 183/233 [00:49<00:14, 3.47it/s] 18/30 5.64G 0.9211 0.8522 1.144 52 800: 79%|███████▊ | 183/233 [00:49<00:14, 3.47it/s] 18/30 5.64G 0.9211 0.8522 1.144 52 800: 79%|███████▉ | 184/233 [00:49<00:13, 3.51it/s] 18/30 5.64G 0.9197 0.8509 1.143 38 800: 79%|███████▉ | 184/233 [00:49<00:13, 3.51it/s] 18/30 5.64G 0.9197 0.8509 1.143 38 800: 79%|███████▉ | 185/233 [00:49<00:13, 3.54it/s] 18/30 5.64G 0.92 0.8506 1.143 37 800: 79%|███████▉ | 185/233 [00:49<00:13, 3.54it/s] 18/30 5.64G 0.92 0.8506 1.143 37 800: 80%|███████▉ | 186/233 [00:49<00:13, 3.49it/s] 18/30 5.64G 0.9193 0.8499 1.142 33 800: 80%|███████▉ | 186/233 [00:50<00:13, 3.49it/s] 18/30 5.64G 0.9193 0.8499 1.142 33 800: 80%|████████ | 187/233 [00:50<00:13, 3.53it/s] 18/30 5.64G 0.9199 0.8498 1.142 38 800: 80%|████████ | 187/233 [00:50<00:13, 3.53it/s] 18/30 5.64G 0.9199 0.8498 1.142 38 800: 81%|████████ | 188/233 [00:50<00:12, 3.56it/s] 18/30 5.64G 0.9198 0.8496 1.142 53 800: 81%|████████ | 188/233 [00:50<00:12, 3.56it/s] 18/30 5.64G 0.9198 0.8496 1.142 53 800: 81%|████████ | 189/233 [00:50<00:12, 3.53it/s] 18/30 5.64G 0.9199 0.8503 1.142 38 800: 81%|████████ | 189/233 [00:51<00:12, 3.53it/s] 18/30 5.64G 0.9199 0.8503 1.142 38 800: 82%|████████▏ | 190/233 [00:51<00:12, 3.46it/s] 18/30 5.64G 0.9205 0.8518 1.142 34 800: 82%|████████▏ | 190/233 [00:51<00:12, 3.46it/s] 18/30 5.64G 0.9205 0.8518 1.142 34 800: 82%|████████▏ | 191/233 [00:51<00:11, 3.50it/s] 18/30 5.64G 0.9212 0.8514 1.143 30 800: 82%|████████▏ | 191/233 [00:51<00:11, 3.50it/s] 18/30 5.64G 0.9212 0.8514 1.143 30 800: 82%|████████▏ | 192/233 [00:51<00:11, 3.55it/s] 18/30 5.64G 0.9213 0.8516 1.143 47 800: 82%|████████▏ | 192/233 [00:51<00:11, 3.55it/s] 18/30 5.64G 0.9213 0.8516 1.143 47 800: 83%|████████▎ | 193/233 [00:51<00:11, 3.57it/s] 18/30 5.64G 0.9216 0.8527 1.143 48 800: 83%|████████▎ | 193/233 [00:52<00:11, 3.57it/s] 18/30 5.64G 0.9216 0.8527 1.143 48 800: 83%|████████▎ | 194/233 [00:52<00:11, 3.49it/s] 18/30 5.64G 0.9218 0.8524 1.143 38 800: 83%|████████▎ | 194/233 [00:52<00:11, 3.49it/s] 18/30 5.64G 0.9218 0.8524 1.143 38 800: 84%|████████▎ | 195/233 [00:52<00:10, 3.51it/s] 18/30 5.64G 0.9226 0.8526 1.144 42 800: 84%|████████▎ | 195/233 [00:52<00:10, 3.51it/s] 18/30 5.64G 0.9226 0.8526 1.144 42 800: 84%|████████▍ | 196/233 [00:52<00:10, 3.55it/s] 18/30 5.64G 0.9225 0.8526 1.143 37 800: 84%|████████▍ | 196/233 [00:53<00:10, 3.55it/s] 18/30 5.64G 0.9225 0.8526 1.143 37 800: 85%|████████▍ | 197/233 [00:53<00:10, 3.57it/s] 18/30 5.64G 0.9233 0.8528 1.144 40 800: 85%|████████▍ | 197/233 [00:53<00:10, 3.57it/s] 18/30 5.64G 0.9233 0.8528 1.144 40 800: 85%|████████▍ | 198/233 [00:53<00:10, 3.48it/s] 18/30 5.64G 0.9228 0.8523 1.144 35 800: 85%|████████▍ | 198/233 [00:53<00:10, 3.48it/s] 18/30 5.64G 0.9228 0.8523 1.144 35 800: 85%|████████▌ | 199/233 [00:53<00:09, 3.53it/s] 18/30 5.64G 0.9218 0.8513 1.143 45 800: 85%|████████▌ | 199/233 [00:53<00:09, 3.53it/s] 18/30 5.64G 0.9218 0.8513 1.143 45 800: 86%|████████▌ | 200/233 [00:53<00:09, 3.61it/s] 18/30 5.64G 0.9227 0.8515 1.144 41 800: 86%|████████▌ | 200/233 [00:54<00:09, 3.61it/s] 18/30 5.64G 0.9227 0.8515 1.144 41 800: 86%|████████▋ | 201/233 [00:54<00:08, 3.70it/s] 18/30 5.64G 0.923 0.8519 1.143 39 800: 86%|████████▋ | 201/233 [00:54<00:08, 3.70it/s] 18/30 5.64G 0.923 0.8519 1.143 39 800: 87%|████████▋ | 202/233 [00:54<00:08, 3.70it/s] 18/30 5.64G 0.9227 0.8516 1.143 52 800: 87%|████████▋ | 202/233 [00:54<00:08, 3.70it/s] 18/30 5.64G 0.9227 0.8516 1.143 52 800: 87%|████████▋ | 203/233 [00:54<00:07, 3.76it/s] 18/30 5.64G 0.9231 0.8531 1.143 40 800: 87%|████████▋ | 203/233 [00:54<00:07, 3.76it/s] 18/30 5.64G 0.9231 0.8531 1.143 40 800: 88%|████████▊ | 204/233 [00:54<00:07, 3.79it/s] 18/30 5.64G 0.9234 0.853 1.143 49 800: 88%|████████▊ | 204/233 [00:55<00:07, 3.79it/s] 18/30 5.64G 0.9234 0.853 1.143 49 800: 88%|████████▊ | 205/233 [00:55<00:07, 3.83it/s] 18/30 5.64G 0.9245 0.8533 1.144 37 800: 88%|████████▊ | 205/233 [00:55<00:07, 3.83it/s] 18/30 5.64G 0.9245 0.8533 1.144 37 800: 88%|████████▊ | 206/233 [00:55<00:07, 3.72it/s] 18/30 5.64G 0.9247 0.8529 1.144 37 800: 88%|████████▊ | 206/233 [00:55<00:07, 3.72it/s] 18/30 5.64G 0.9247 0.8529 1.144 37 800: 89%|████████▉ | 207/233 [00:55<00:06, 3.73it/s] 18/30 5.64G 0.9244 0.8525 1.144 44 800: 89%|████████▉ | 207/233 [00:56<00:06, 3.73it/s] 18/30 5.64G 0.9244 0.8525 1.144 44 800: 89%|████████▉ | 208/233 [00:56<00:06, 3.66it/s] 18/30 5.64G 0.926 0.8538 1.145 40 800: 89%|████████▉ | 208/233 [00:56<00:06, 3.66it/s] 18/30 5.64G 0.926 0.8538 1.145 40 800: 90%|████████▉ | 209/233 [00:56<00:06, 3.71it/s] 18/30 5.64G 0.9258 0.8533 1.145 42 800: 90%|████████▉ | 209/233 [00:56<00:06, 3.71it/s] 18/30 5.64G 0.9258 0.8533 1.145 42 800: 90%|█████████ | 210/233 [00:56<00:06, 3.68it/s] 18/30 5.64G 0.9263 0.8535 1.145 39 800: 90%|█████████ | 210/233 [00:56<00:06, 3.68it/s] 18/30 5.64G 0.9263 0.8535 1.145 39 800: 91%|█████████ | 211/233 [00:56<00:05, 3.73it/s] 18/30 5.64G 0.9261 0.854 1.145 43 800: 91%|█████████ | 211/233 [00:57<00:05, 3.73it/s] 18/30 5.64G 0.9261 0.854 1.145 43 800: 91%|█████████ | 212/233 [00:57<00:05, 3.78it/s] 18/30 5.64G 0.9257 0.8536 1.145 32 800: 91%|█████████ | 212/233 [00:57<00:05, 3.78it/s] 18/30 5.64G 0.9257 0.8536 1.145 32 800: 91%|█████████▏| 213/233 [00:57<00:05, 3.80it/s] 18/30 5.64G 0.9255 0.8539 1.144 42 800: 91%|█████████▏| 213/233 [00:57<00:05, 3.80it/s] 18/30 5.64G 0.9255 0.8539 1.144 42 800: 92%|█████████▏| 214/233 [00:57<00:05, 3.68it/s] 18/30 5.64G 0.9261 0.8558 1.145 37 800: 92%|█████████▏| 214/233 [00:57<00:05, 3.68it/s] 18/30 5.64G 0.9261 0.8558 1.145 37 800: 92%|█████████▏| 215/233 [00:57<00:04, 3.72it/s] 18/30 5.64G 0.9263 0.8564 1.145 31 800: 92%|█████████▏| 215/233 [00:58<00:04, 3.72it/s] 18/30 5.64G 0.9263 0.8564 1.145 31 800: 93%|█████████▎| 216/233 [00:58<00:04, 3.76it/s] 18/30 5.64G 0.9264 0.8558 1.145 34 800: 93%|█████████▎| 216/233 [00:58<00:04, 3.76it/s] 18/30 5.64G 0.9264 0.8558 1.145 34 800: 93%|█████████▎| 217/233 [00:58<00:04, 3.80it/s] 18/30 5.64G 0.9265 0.8565 1.145 44 800: 93%|█████████▎| 217/233 [00:58<00:04, 3.80it/s] 18/30 5.64G 0.9265 0.8565 1.145 44 800: 94%|█████████▎| 218/233 [00:58<00:04, 3.65it/s] 18/30 5.64G 0.9263 0.8561 1.145 46 800: 94%|█████████▎| 218/233 [00:58<00:04, 3.65it/s] 18/30 5.64G 0.9263 0.8561 1.145 46 800: 94%|█████████▍| 219/233 [00:58<00:03, 3.55it/s] 18/30 5.64G 0.9255 0.8552 1.144 38 800: 94%|█████████▍| 219/233 [00:59<00:03, 3.55it/s] 18/30 5.64G 0.9255 0.8552 1.144 38 800: 94%|█████████▍| 220/233 [00:59<00:03, 3.56it/s] 18/30 5.64G 0.9255 0.855 1.145 42 800: 94%|█████████▍| 220/233 [00:59<00:03, 3.56it/s] 18/30 5.64G 0.9255 0.855 1.145 42 800: 95%|█████████▍| 221/233 [00:59<00:03, 3.63it/s] 18/30 5.64G 0.9256 0.8554 1.144 47 800: 95%|█████████▍| 221/233 [00:59<00:03, 3.63it/s] 18/30 5.64G 0.9256 0.8554 1.144 47 800: 95%|█████████▌| 222/233 [00:59<00:03, 3.67it/s] 18/30 5.64G 0.9258 0.8553 1.144 50 800: 95%|█████████▌| 222/233 [01:00<00:03, 3.67it/s] 18/30 5.64G 0.9258 0.8553 1.144 50 800: 96%|█████████▌| 223/233 [01:00<00:02, 3.70it/s] 18/30 5.64G 0.926 0.8549 1.144 37 800: 96%|█████████▌| 223/233 [01:00<00:02, 3.70it/s] 18/30 5.64G 0.926 0.8549 1.144 37 800: 96%|█████████▌| 224/233 [01:00<00:02, 3.67it/s] 18/30 5.64G 0.9257 0.8549 1.145 41 800: 96%|█████████▌| 224/233 [01:00<00:02, 3.67it/s] 18/30 5.64G 0.9257 0.8549 1.145 41 800: 97%|█████████▋| 225/233 [01:00<00:02, 3.72it/s] 18/30 5.64G 0.9252 0.8548 1.144 40 800: 97%|█████████▋| 225/233 [01:00<00:02, 3.72it/s] 18/30 5.64G 0.9252 0.8548 1.144 40 800: 97%|█████████▋| 226/233 [01:00<00:01, 3.58it/s] 18/30 5.64G 0.9246 0.8544 1.144 41 800: 97%|█████████▋| 226/233 [01:01<00:01, 3.58it/s] 18/30 5.64G 0.9246 0.8544 1.144 41 800: 97%|█████████▋| 227/233 [01:01<00:01, 3.67it/s] 18/30 5.64G 0.9251 0.8544 1.144 55 800: 97%|█████████▋| 227/233 [01:01<00:01, 3.67it/s] 18/30 5.64G 0.9251 0.8544 1.144 55 800: 98%|█████████▊| 228/233 [01:01<00:01, 3.73it/s] 18/30 5.64G 0.926 0.8546 1.145 36 800: 98%|█████████▊| 228/233 [01:01<00:01, 3.73it/s] 18/30 5.64G 0.926 0.8546 1.145 36 800: 98%|█████████▊| 229/233 [01:01<00:01, 3.73it/s] 18/30 5.64G 0.9258 0.8542 1.145 40 800: 98%|█████████▊| 229/233 [01:01<00:01, 3.73it/s] 18/30 5.64G 0.9258 0.8542 1.145 40 800: 99%|█████████▊| 230/233 [01:01<00:00, 3.62it/s] 18/30 5.64G 0.9254 0.8535 1.144 35 800: 99%|█████████▊| 230/233 [01:02<00:00, 3.62it/s] 18/30 5.64G 0.9254 0.8535 1.144 35 800: 99%|█████████▉| 231/233 [01:02<00:00, 3.61it/s] 18/30 5.64G 0.9254 0.8538 1.144 48 800: 99%|█████████▉| 231/233 [01:02<00:00, 3.61it/s] 18/30 5.64G 0.9254 0.8538 1.144 48 800: 100%|█████████▉| 232/233 [01:02<00:00, 3.68it/s] 18/30 6.23G 0.9245 0.8545 1.144 10 800: 100%|█████████▉| 232/233 [01:02<00:00, 3.68it/s] 18/30 6.23G 0.9245 0.8545 1.144 10 800: 100%|██████████| 233/233 [01:02<00:00, 3.72it/s] Class Images Instances Box(P R mAP50 mAP50-95): 0%| | 0/7 [00:00<?, ?it/s] Class Images Instances Box(P R mAP50 mAP50-95): 14%|█▍ | 1/7 [00:00<00:01, 4.41it/s] Class Images Instances Box(P R mAP50 mAP50-95): 29%|██▊ | 2/7 [00:00<00:01, 4.57it/s] Class Images Instances Box(P R mAP50 mAP50-95): 43%|████▎ | 3/7 [00:00<00:00, 4.73it/s] Class Images Instances Box(P R mAP50 mAP50-95): 57%|█████▋ | 4/7 [00:00<00:00, 4.83it/s] Class Images Instances Box(P R mAP50 mAP50-95): 71%|███████▏ | 5/7 [00:01<00:00, 4.72it/s] Class Images Instances Box(P R mAP50 mAP50-95): 86%|████████▌ | 6/7 [00:01<00:00, 4.74it/s] Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 7/7 [00:01<00:00, 5.23it/s] all 200 249 0.78 0.731 0.769 0.503 Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size 0%| | 0/233 [00:00<?, ?it/s] 19/30 5.64G 1.264 1.173 1.378 44 800: 0%| | 0/233 [00:00<?, ?it/s] 19/30 5.64G 1.264 1.173 1.378 44 800: 0%| | 1/233 [00:00<01:13, 3.15it/s] 19/30 5.64G 1.115 1.012 1.253 41 800: 0%| | 1/233 [00:00<01:13, 3.15it/s] 19/30 5.64G 1.115 1.012 1.253 41 800: 1%| | 2/233 [00:00<01:07, 3.42it/s] 19/30 5.64G 1.014 0.9146 1.198 29 800: 1%| | 2/233 [00:00<01:07, 3.42it/s] 19/30 5.64G 1.014 0.9146 1.198 29 800: 1%|▏ | 3/233 [00:00<01:05, 3.51it/s] 19/30 5.64G 0.9772 0.8553 1.166 47 800: 1%|▏ | 3/233 [00:01<01:05, 3.51it/s] 19/30 5.64G 0.9772 0.8553 1.166 47 800: 2%|▏ | 4/233 [00:01<01:02, 3.64it/s] 19/30 5.64G 0.9731 0.8542 1.167 40 800: 2%|▏ | 4/233 [00:01<01:02, 3.64it/s] 19/30 5.64G 0.9731 0.8542 1.167 40 800: 2%|▏ | 5/233 [00:01<01:03, 3.60it/s] 19/30 5.64G 0.9675 0.8498 1.175 43 800: 2%|▏ | 5/233 [00:01<01:03, 3.60it/s] 19/30 5.64G 0.9675 0.8498 1.175 43 800: 3%|▎ | 6/233 [00:01<01:00, 3.74it/s] 19/30 5.64G 0.9286 0.8273 1.149 32 800: 3%|▎ | 6/233 [00:01<01:00, 3.74it/s] 19/30 5.64G 0.9286 0.8273 1.149 32 800: 3%|▎ | 7/233 [00:01<00:58, 3.85it/s] 19/30 5.64G 0.9266 0.8232 1.155 46 800: 3%|▎ | 7/233 [00:02<00:58, 3.85it/s] 19/30 5.64G 0.9266 0.8232 1.155 46 800: 3%|▎ | 8/233 [00:02<00:58, 3.88it/s] 19/30 5.64G 0.9342 0.86 1.162 43 800: 3%|▎ | 8/233 [00:02<00:58, 3.88it/s] 19/30 5.64G 0.9342 0.86 1.162 43 800: 4%|▍ | 9/233 [00:02<00:59, 3.79it/s] 19/30 5.64G 0.9447 0.8534 1.165 47 800: 4%|▍ | 9/233 [00:02<00:59, 3.79it/s] 19/30 5.64G 0.9447 0.8534 1.165 47 800: 4%|▍ | 10/233 [00:02<00:57, 3.86it/s] 19/30 5.64G 0.9456 0.8625 1.161 64 800: 4%|▍ | 10/233 [00:02<00:57, 3.86it/s] 19/30 5.64G 0.9456 0.8625 1.161 64 800: 5%|▍ | 11/233 [00:02<00:57, 3.85it/s] 19/30 5.64G 0.9469 0.8561 1.159 46 800: 5%|▍ | 11/233 [00:03<00:57, 3.85it/s] 19/30 5.64G 0.9469 0.8561 1.159 46 800: 5%|▌ | 12/233 [00:03<00:56, 3.89it/s] 19/30 5.64G 0.9475 0.8518 1.159 43 800: 5%|▌ | 12/233 [00:03<00:56, 3.89it/s] 19/30 5.64G 0.9475 0.8518 1.159 43 800: 6%|▌ | 13/233 [00:03<00:57, 3.80it/s] 19/30 5.64G 0.9532 0.8499 1.156 48 800: 6%|▌ | 13/233 [00:03<00:57, 3.80it/s] 19/30 5.64G 0.9532 0.8499 1.156 48 800: 6%|▌ | 14/233 [00:03<00:58, 3.72it/s] 19/30 5.64G 0.9719 0.8864 1.171 39 800: 6%|▌ | 14/233 [00:04<00:58, 3.72it/s] 19/30 5.64G 0.9719 0.8864 1.171 39 800: 6%|▋ | 15/233 [00:04<00:58, 3.73it/s] 19/30 5.64G 0.9631 0.8815 1.166 36 800: 6%|▋ | 15/233 [00:04<00:58, 3.73it/s] 19/30 5.64G 0.9631 0.8815 1.166 36 800: 7%|▋ | 16/233 [00:04<00:58, 3.73it/s] 19/30 5.64G 0.9609 0.8814 1.163 53 800: 7%|▋ | 16/233 [00:04<00:58, 3.73it/s] 19/30 5.64G 0.9609 0.8814 1.163 53 800: 7%|▋ | 17/233 [00:04<01:07, 3.22it/s] 19/30 5.64G 0.9583 0.8694 1.16 34 800: 7%|▋ | 17/233 [00:04<01:07, 3.22it/s] 19/30 5.64G 0.9583 0.8694 1.16 34 800: 8%|▊ | 18/233 [00:04<01:05, 3.29it/s] 19/30 5.64G 0.9651 0.8684 1.158 50 800: 8%|▊ | 18/233 [00:05<01:05, 3.29it/s] 19/30 5.64G 0.9651 0.8684 1.158 50 800: 8%|▊ | 19/233 [00:05<01:02, 3.41it/s] 19/30 5.64G 0.9687 0.8757 1.162 48 800: 8%|▊ | 19/233 [00:05<01:02, 3.41it/s] 19/30 5.64G 0.9687 0.8757 1.162 48 800: 9%|▊ | 20/233 [00:05<00:59, 3.57it/s] 19/30 5.64G 0.9719 0.8785 1.166 46 800: 9%|▊ | 20/233 [00:05<00:59, 3.57it/s] 19/30 5.64G 0.9719 0.8785 1.166 46 800: 9%|▉ | 21/233 [00:05<00:59, 3.59it/s] 19/30 5.64G 0.9785 0.8957 1.168 40 800: 9%|▉ | 21/233 [00:06<00:59, 3.59it/s] 19/30 5.64G 0.9785 0.8957 1.168 40 800: 9%|▉ | 22/233 [00:06<00:56, 3.71it/s] 19/30 5.64G 0.9737 0.8962 1.167 52 800: 9%|▉ | 22/233 [00:06<00:56, 3.71it/s] 19/30 5.64G 0.9737 0.8962 1.167 52 800: 10%|▉ | 23/233 [00:06<00:55, 3.80it/s] 19/30 5.64G 0.9666 0.8942 1.164 37 800: 10%|▉ | 23/233 [00:06<00:55, 3.80it/s] 19/30 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0.9188 0.8674 1.137 41 800: 75%|███████▍ | 174/233 [00:46<00:16, 3.57it/s] 19/30 5.64G 0.9188 0.8674 1.137 41 800: 75%|███████▌ | 175/233 [00:46<00:16, 3.57it/s] 19/30 5.64G 0.9187 0.8679 1.137 40 800: 75%|███████▌ | 175/233 [00:47<00:16, 3.57it/s] 19/30 5.64G 0.9187 0.8679 1.137 40 800: 76%|███████▌ | 176/233 [00:47<00:15, 3.59it/s] 19/30 5.64G 0.9191 0.8679 1.138 35 800: 76%|███████▌ | 176/233 [00:47<00:15, 3.59it/s] 19/30 5.64G 0.9191 0.8679 1.138 35 800: 76%|███████▌ | 177/233 [00:47<00:15, 3.54it/s] 19/30 5.64G 0.9197 0.8677 1.138 50 800: 76%|███████▌ | 177/233 [00:47<00:15, 3.54it/s] 19/30 5.64G 0.9197 0.8677 1.138 50 800: 76%|███████▋ | 178/233 [00:47<00:15, 3.55it/s] 19/30 5.64G 0.9192 0.8669 1.138 39 800: 76%|███████▋ | 178/233 [00:48<00:15, 3.55it/s] 19/30 5.64G 0.9192 0.8669 1.138 39 800: 77%|███████▋ | 179/233 [00:48<00:15, 3.57it/s] 19/30 5.64G 0.9204 0.8676 1.138 49 800: 77%|███████▋ | 179/233 [00:48<00:15, 3.57it/s] 19/30 5.64G 0.9204 0.8676 1.138 49 800: 77%|███████▋ | 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82%|████████▏ | 191/233 [00:51<00:12, 3.47it/s] 19/30 5.64G 0.9194 0.8671 1.139 36 800: 82%|████████▏ | 192/233 [00:51<00:11, 3.52it/s] 19/30 5.64G 0.9182 0.8659 1.138 39 800: 82%|████████▏ | 192/233 [00:52<00:11, 3.52it/s] 19/30 5.64G 0.9182 0.8659 1.138 39 800: 83%|████████▎ | 193/233 [00:52<00:11, 3.49it/s] 19/30 5.64G 0.9189 0.8664 1.139 49 800: 83%|████████▎ | 193/233 [00:52<00:11, 3.49it/s] 19/30 5.64G 0.9189 0.8664 1.139 49 800: 83%|████████▎ | 194/233 [00:52<00:10, 3.56it/s] 19/30 5.64G 0.919 0.8664 1.139 38 800: 83%|████████▎ | 194/233 [00:52<00:10, 3.56it/s] 19/30 5.64G 0.919 0.8664 1.139 38 800: 84%|████████▎ | 195/233 [00:52<00:10, 3.70it/s] 19/30 5.64G 0.9193 0.8655 1.139 34 800: 84%|████████▎ | 195/233 [00:52<00:10, 3.70it/s] 19/30 5.64G 0.9193 0.8655 1.139 34 800: 84%|████████▍ | 196/233 [00:52<00:09, 3.73it/s] 19/30 5.64G 0.9208 0.8667 1.141 52 800: 84%|████████▍ | 196/233 [00:53<00:09, 3.73it/s] 19/30 5.64G 0.9208 0.8667 1.141 52 800: 85%|████████▍ | 197/233 [00:53<00:09, 3.63it/s] 19/30 5.64G 0.9211 0.8678 1.141 48 800: 85%|████████▍ | 197/233 [00:53<00:09, 3.63it/s] 19/30 5.64G 0.9211 0.8678 1.141 48 800: 85%|████████▍ | 198/233 [00:53<00:09, 3.62it/s] 19/30 5.64G 0.9205 0.8678 1.14 53 800: 85%|████████▍ | 198/233 [00:53<00:09, 3.62it/s] 19/30 5.64G 0.9205 0.8678 1.14 53 800: 85%|████████▌ | 199/233 [00:53<00:09, 3.70it/s] 19/30 5.64G 0.9209 0.868 1.14 43 800: 85%|████████▌ | 199/233 [00:53<00:09, 3.70it/s] 19/30 5.64G 0.9209 0.868 1.14 43 800: 86%|████████▌ | 200/233 [00:53<00:08, 3.80it/s] 19/30 5.64G 0.9208 0.8677 1.14 28 800: 86%|████████▌ | 200/233 [00:54<00:08, 3.80it/s] 19/30 5.64G 0.9208 0.8677 1.14 28 800: 86%|████████▋ | 201/233 [00:54<00:08, 3.82it/s] 19/30 5.64G 0.92 0.8673 1.14 48 800: 86%|████████▋ | 201/233 [00:54<00:08, 3.82it/s] 19/30 5.64G 0.92 0.8673 1.14 48 800: 87%|████████▋ | 202/233 [00:54<00:08, 3.87it/s] 19/30 5.64G 0.9192 0.8662 1.139 38 800: 87%|████████▋ | 202/233 [00:54<00:08, 3.87it/s] 19/30 5.64G 0.9192 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19/30 5.64G 0.9214 0.865 1.14 38 800: 92%|█████████▏| 214/233 [00:57<00:04, 3.96it/s] 19/30 5.64G 0.9214 0.865 1.14 38 800: 92%|█████████▏| 215/233 [00:57<00:04, 3.98it/s] 19/30 5.64G 0.9207 0.8644 1.139 41 800: 92%|█████████▏| 215/233 [00:57<00:04, 3.98it/s] 19/30 5.64G 0.9207 0.8644 1.139 41 800: 93%|█████████▎| 216/233 [00:57<00:04, 4.00it/s] 19/30 5.64G 0.9207 0.8647 1.139 43 800: 93%|█████████▎| 216/233 [00:58<00:04, 4.00it/s] 19/30 5.64G 0.9207 0.8647 1.139 43 800: 93%|█████████▎| 217/233 [00:58<00:04, 3.94it/s] 19/30 5.64G 0.9201 0.8642 1.139 45 800: 93%|█████████▎| 217/233 [00:58<00:04, 3.94it/s] 19/30 5.64G 0.9201 0.8642 1.139 45 800: 94%|█████████▎| 218/233 [00:58<00:03, 3.97it/s] 19/30 5.64G 0.92 0.8638 1.138 46 800: 94%|█████████▎| 218/233 [00:58<00:03, 3.97it/s] 19/30 5.64G 0.92 0.8638 1.138 46 800: 94%|█████████▍| 219/233 [00:58<00:03, 4.01it/s] 19/30 5.64G 0.9199 0.8639 1.138 47 800: 94%|█████████▍| 219/233 [00:58<00:03, 4.01it/s] 19/30 5.64G 0.9199 0.8639 1.138 47 800: 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[01:00<00:02, 3.76it/s] 19/30 5.64G 0.9179 0.8621 1.137 41 800: 97%|█████████▋| 226/233 [01:00<00:01, 3.68it/s] 19/30 5.64G 0.918 0.8618 1.137 43 800: 97%|█████████▋| 226/233 [01:00<00:01, 3.68it/s] 19/30 5.64G 0.918 0.8618 1.137 43 800: 97%|█████████▋| 227/233 [01:00<00:01, 3.69it/s] 19/30 5.64G 0.918 0.8623 1.137 47 800: 97%|█████████▋| 227/233 [01:01<00:01, 3.69it/s] 19/30 5.64G 0.918 0.8623 1.137 47 800: 98%|█████████▊| 228/233 [01:01<00:01, 3.79it/s] 19/30 5.64G 0.9186 0.8628 1.137 40 800: 98%|█████████▊| 228/233 [01:01<00:01, 3.79it/s] 19/30 5.64G 0.9186 0.8628 1.137 40 800: 98%|█████████▊| 229/233 [01:01<00:01, 3.74it/s] 19/30 5.64G 0.9185 0.8625 1.137 44 800: 98%|█████████▊| 229/233 [01:01<00:01, 3.74it/s] 19/30 5.64G 0.9185 0.8625 1.137 44 800: 99%|█████████▊| 230/233 [01:01<00:00, 3.83it/s] 19/30 5.64G 0.9182 0.8622 1.136 48 800: 99%|█████████▊| 230/233 [01:01<00:00, 3.83it/s] 19/30 5.64G 0.9182 0.8622 1.136 48 800: 99%|█████████▉| 231/233 [01:01<00:00, 3.90it/s] 19/30 5.64G 0.9181 0.8618 1.136 40 800: 99%|█████████▉| 231/233 [01:02<00:00, 3.90it/s] 19/30 5.64G 0.9181 0.8618 1.136 40 800: 100%|█████████▉| 232/233 [01:02<00:00, 3.94it/s] 19/30 6.23G 0.9195 0.8643 1.137 19 800: 100%|█████████▉| 232/233 [01:02<00:00, 3.94it/s] 19/30 6.23G 0.9195 0.8643 1.137 19 800: 100%|██████████| 233/233 [01:02<00:00, 4.78it/s] 19/30 6.23G 0.9195 0.8643 1.137 19 800: 100%|██████████| 233/233 [01:02<00:00, 3.74it/s] Class Images Instances Box(P R mAP50 mAP50-95): 0%| | 0/7 [00:00<?, ?it/s] Class Images Instances Box(P R mAP50 mAP50-95): 14%|█▍ | 1/7 [00:00<00:01, 4.67it/s] Class Images Instances Box(P R mAP50 mAP50-95): 29%|██▊ | 2/7 [00:00<00:01, 4.46it/s] Class Images Instances Box(P R mAP50 mAP50-95): 43%|████▎ | 3/7 [00:00<00:00, 4.36it/s] Class Images Instances Box(P R mAP50 mAP50-95): 57%|█████▋ | 4/7 [00:00<00:00, 4.45it/s] Class Images Instances Box(P R mAP50 mAP50-95): 71%|███████▏ | 5/7 [00:01<00:00, 4.45it/s] Class Images Instances Box(P R mAP50 mAP50-95): 86%|████████▌ | 6/7 [00:01<00:00, 4.57it/s] Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 7/7 [00:01<00:00, 5.04it/s] all 200 249 0.83 0.699 0.782 0.507 Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size 0%| | 0/233 [00:00<?, ?it/s] 20/30 5.61G 0.7911 0.8083 1.02 48 800: 0%| | 0/233 [00:00<?, ?it/s] 20/30 5.61G 0.7911 0.8083 1.02 48 800: 0%| | 1/233 [00:00<01:06, 3.48it/s] 20/30 5.62G 0.8401 0.8593 1.068 41 800: 0%| | 1/233 [00:00<01:06, 3.48it/s] 20/30 5.62G 0.8401 0.8593 1.068 41 800: 1%| | 2/233 [00:00<01:00, 3.81it/s] 20/30 5.62G 0.9501 0.9002 1.156 40 800: 1%| | 2/233 [00:00<01:00, 3.81it/s] 20/30 5.62G 0.9501 0.9002 1.156 40 800: 1%|▏ | 3/233 [00:00<00:59, 3.89it/s] 20/30 5.63G 0.9138 0.8589 1.123 51 800: 1%|▏ | 3/233 [00:01<00:59, 3.89it/s] 20/30 5.63G 0.9138 0.8589 1.123 51 800: 2%|▏ | 4/233 [00:01<00:59, 3.87it/s] 20/30 5.63G 0.9279 0.8214 1.125 41 800: 2%|▏ | 4/233 [00:01<00:59, 3.87it/s] 20/30 5.63G 0.9279 0.8214 1.125 41 800: 2%|▏ | 5/233 [00:01<00:57, 3.95it/s] 20/30 5.63G 0.9151 0.7729 1.108 34 800: 2%|▏ | 5/233 [00:01<00:57, 3.95it/s] 20/30 5.63G 0.9151 0.7729 1.108 34 800: 3%|▎ | 6/233 [00:01<00:57, 3.98it/s] 20/30 5.63G 0.9098 0.8054 1.113 35 800: 3%|▎ | 6/233 [00:01<00:57, 3.98it/s] 20/30 5.63G 0.9098 0.8054 1.113 35 800: 3%|▎ | 7/233 [00:01<00:56, 3.98it/s] 20/30 5.63G 0.9154 0.8035 1.109 55 800: 3%|▎ | 7/233 [00:02<00:56, 3.98it/s] 20/30 5.63G 0.9154 0.8035 1.109 55 800: 3%|▎ | 8/233 [00:02<00:57, 3.88it/s] 20/30 5.63G 0.905 0.7901 1.098 47 800: 3%|▎ | 8/233 [00:02<00:57, 3.88it/s] 20/30 5.63G 0.905 0.7901 1.098 47 800: 4%|▍ | 9/233 [00:02<00:56, 3.93it/s] 20/30 5.63G 0.8931 0.7836 1.1 42 800: 4%|▍ | 9/233 [00:02<00:56, 3.93it/s] 20/30 5.63G 0.8931 0.7836 1.1 42 800: 4%|▍ | 10/233 [00:02<00:56, 3.93it/s] 20/30 5.63G 0.9115 0.7985 1.112 46 800: 4%|▍ | 10/233 [00:02<00:56, 3.93it/s] 20/30 5.63G 0.9115 0.7985 1.112 46 800: 5%|▍ | 11/233 [00:02<00:56, 3.95it/s] 20/30 5.63G 0.9021 0.7997 1.111 43 800: 5%|▍ | 11/233 [00:03<00:56, 3.95it/s] 20/30 5.63G 0.9021 0.7997 1.111 43 800: 5%|▌ | 12/233 [00:03<00:57, 3.83it/s] 20/30 5.63G 0.9162 0.8199 1.125 45 800: 5%|▌ | 12/233 [00:03<00:57, 3.83it/s] 20/30 5.63G 0.9162 0.8199 1.125 45 800: 6%|▌ | 13/233 [00:03<00:58, 3.79it/s] 20/30 5.63G 0.9081 0.8121 1.119 44 800: 6%|▌ | 13/233 [00:03<00:58, 3.79it/s] 20/30 5.63G 0.9081 0.8121 1.119 44 800: 6%|▌ | 14/233 [00:03<00:57, 3.82it/s] 20/30 5.63G 0.9037 0.8023 1.117 40 800: 6%|▌ | 14/233 [00:03<00:57, 3.82it/s] 20/30 5.63G 0.9037 0.8023 1.117 40 800: 6%|▋ | 15/233 [00:03<00:56, 3.87it/s] 20/30 5.63G 0.9013 0.7945 1.114 47 800: 6%|▋ | 15/233 [00:04<00:56, 3.87it/s] 20/30 5.63G 0.9013 0.7945 1.114 47 800: 7%|▋ | 16/233 [00:04<00:57, 3.77it/s] 20/30 5.63G 0.9098 0.7884 1.114 37 800: 7%|▋ | 16/233 [00:04<00:57, 3.77it/s] 20/30 5.63G 0.9098 0.7884 1.114 37 800: 7%|▋ | 17/233 [00:04<00:55, 3.87it/s] 20/30 5.63G 0.9135 0.7996 1.119 51 800: 7%|▋ | 17/233 [00:04<00:55, 3.87it/s] 20/30 5.63G 0.9135 0.7996 1.119 51 800: 8%|▊ | 18/233 [00:04<00:54, 3.93it/s] 20/30 5.63G 0.9051 0.7949 1.118 34 800: 8%|▊ | 18/233 [00:04<00:54, 3.93it/s] 20/30 5.63G 0.9051 0.7949 1.118 34 800: 8%|▊ | 19/233 [00:04<00:53, 3.98it/s] 20/30 5.63G 0.9026 0.7913 1.116 38 800: 8%|▊ | 19/233 [00:05<00:53, 3.98it/s] 20/30 5.63G 0.9026 0.7913 1.116 38 800: 9%|▊ | 20/233 [00:05<00:54, 3.94it/s] 20/30 5.63G 0.9049 0.7949 1.116 43 800: 9%|▊ | 20/233 [00:05<00:54, 3.94it/s] 20/30 5.63G 0.9049 0.7949 1.116 43 800: 9%|▉ | 21/233 [00:05<00:54, 3.86it/s] 20/30 5.63G 0.906 0.7927 1.116 35 800: 9%|▉ | 21/233 [00:05<00:54, 3.86it/s] 20/30 5.63G 0.906 0.7927 1.116 35 800: 9%|▉ | 22/233 [00:05<00:54, 3.86it/s] 20/30 5.63G 0.9036 0.79 1.114 47 800: 9%|▉ | 22/233 [00:05<00:54, 3.86it/s] 20/30 5.63G 0.9036 0.79 1.114 47 800: 10%|▉ | 23/233 [00:05<00:53, 3.92it/s] 20/30 5.63G 0.8989 0.7873 1.115 35 800: 10%|▉ | 23/233 [00:06<00:53, 3.92it/s] 20/30 5.63G 0.8989 0.7873 1.115 35 800: 10%|█ | 24/233 [00:06<00:53, 3.90it/s] 20/30 5.63G 0.9027 0.7903 1.116 54 800: 10%|█ | 24/233 [00:06<00:53, 3.90it/s] 20/30 5.63G 0.9027 0.7903 1.116 54 800: 11%|█ | 25/233 [00:06<00:52, 3.96it/s] 20/30 5.63G 0.9017 0.792 1.115 50 800: 11%|█ | 25/233 [00:06<00:52, 3.96it/s] 20/30 5.63G 0.9017 0.792 1.115 50 800: 11%|█ | 26/233 [00:06<00:52, 3.98it/s] 20/30 5.63G 0.9012 0.794 1.113 47 800: 11%|█ | 26/233 [00:06<00:52, 3.98it/s] 20/30 5.63G 0.9012 0.794 1.113 47 800: 12%|█▏ | 27/233 [00:06<00:51, 4.01it/s] 20/30 5.63G 0.9086 0.8044 1.117 53 800: 12%|█▏ | 27/233 [00:07<00:51, 4.01it/s] 20/30 5.63G 0.9086 0.8044 1.117 53 800: 12%|█▏ | 28/233 [00:07<00:52, 3.94it/s] 20/30 5.63G 0.9211 0.8241 1.126 45 800: 12%|█▏ | 28/233 [00:07<00:52, 3.94it/s] 20/30 5.63G 0.9211 0.8241 1.126 45 800: 12%|█▏ | 29/233 [00:07<00:51, 3.99it/s] 20/30 5.63G 0.9233 0.8283 1.13 58 800: 12%|█▏ | 29/233 [00:07<00:51, 3.99it/s] 20/30 5.63G 0.9233 0.8283 1.13 58 800: 13%|█▎ | 30/233 [00:07<00:52, 3.84it/s] 20/30 5.63G 0.9269 0.8293 1.132 42 800: 13%|█▎ | 30/233 [00:07<00:52, 3.84it/s] 20/30 5.63G 0.9269 0.8293 1.132 42 800: 13%|█▎ | 31/233 [00:07<00:54, 3.73it/s] 20/30 5.63G 0.9218 0.8322 1.13 40 800: 13%|█▎ | 31/233 [00:08<00:54, 3.73it/s] 20/30 5.63G 0.9218 0.8322 1.13 40 800: 14%|█▎ | 32/233 [00:08<00:55, 3.61it/s] 20/30 5.63G 0.9298 0.8349 1.137 48 800: 14%|█▎ | 32/233 [00:08<00:55, 3.61it/s] 20/30 5.63G 0.9298 0.8349 1.137 48 800: 14%|█▍ | 33/233 [00:08<00:55, 3.58it/s] 20/30 5.63G 0.9281 0.8339 1.138 34 800: 14%|█▍ | 33/233 [00:08<00:55, 3.58it/s] 20/30 5.63G 0.9281 0.8339 1.138 34 800: 15%|█▍ | 34/233 [00:08<00:55, 3.60it/s] 20/30 5.63G 0.9264 0.8325 1.139 37 800: 15%|█▍ | 34/233 [00:09<00:55, 3.60it/s] 20/30 5.63G 0.9264 0.8325 1.139 37 800: 15%|█▌ | 35/233 [00:09<00:53, 3.67it/s] 20/30 5.63G 0.9275 0.8298 1.139 47 800: 15%|█▌ | 35/233 [00:09<00:53, 3.67it/s] 20/30 5.63G 0.9275 0.8298 1.139 47 800: 15%|█▌ | 36/233 [00:09<00:54, 3.64it/s] 20/30 5.63G 0.9294 0.8349 1.137 45 800: 15%|█▌ | 36/233 [00:09<00:54, 3.64it/s] 20/30 5.63G 0.9294 0.8349 1.137 45 800: 16%|█▌ | 37/233 [00:09<00:54, 3.63it/s] 20/30 5.63G 0.9288 0.835 1.136 40 800: 16%|█▌ | 37/233 [00:09<00:54, 3.63it/s] 20/30 5.63G 0.9288 0.835 1.136 40 800: 16%|█▋ | 38/233 [00:09<00:54, 3.60it/s] 20/30 5.63G 0.9279 0.8332 1.134 43 800: 16%|█▋ | 38/233 [00:10<00:54, 3.60it/s] 20/30 5.63G 0.9279 0.8332 1.134 43 800: 17%|█▋ | 39/233 [00:10<00:54, 3.56it/s] 20/30 5.63G 0.9291 0.8347 1.137 43 800: 17%|█▋ | 39/233 [00:10<00:54, 3.56it/s] 20/30 5.63G 0.9291 0.8347 1.137 43 800: 17%|█▋ | 40/233 [00:10<00:55, 3.49it/s] 20/30 5.63G 0.9248 0.828 1.134 33 800: 17%|█▋ | 40/233 [00:10<00:55, 3.49it/s] 20/30 5.63G 0.9248 0.828 1.134 33 800: 18%|█▊ | 41/233 [00:10<00:54, 3.52it/s] 20/30 5.63G 0.9222 0.8235 1.135 42 800: 18%|█▊ | 41/233 [00:11<00:54, 3.52it/s] 20/30 5.63G 0.9222 0.8235 1.135 42 800: 18%|█▊ | 42/233 [00:11<00:54, 3.53it/s] 20/30 5.63G 0.9229 0.8256 1.134 44 800: 18%|█▊ | 42/233 [00:11<00:54, 3.53it/s] 20/30 5.63G 0.9229 0.8256 1.134 44 800: 18%|█▊ | 43/233 [00:11<00:53, 3.56it/s] 20/30 5.63G 0.9218 0.8271 1.133 43 800: 18%|█▊ | 43/233 [00:11<00:53, 3.56it/s] 20/30 5.63G 0.9218 0.8271 1.133 43 800: 19%|█▉ | 44/233 [00:11<00:54, 3.45it/s] 20/30 5.63G 0.9253 0.83 1.135 39 800: 19%|█▉ | 44/233 [00:11<00:54, 3.45it/s] 20/30 5.63G 0.9253 0.83 1.135 39 800: 19%|█▉ | 45/233 [00:11<00:53, 3.49it/s] 20/30 5.63G 0.9284 0.8305 1.137 49 800: 19%|█▉ | 45/233 [00:12<00:53, 3.49it/s] 20/30 5.63G 0.9284 0.8305 1.137 49 800: 20%|█▉ | 46/233 [00:12<00:52, 3.53it/s] 20/30 5.63G 0.9279 0.8277 1.136 49 800: 20%|█▉ | 46/233 [00:12<00:52, 3.53it/s] 20/30 5.63G 0.9279 0.8277 1.136 49 800: 20%|██ | 47/233 [00:12<00:52, 3.56it/s] 20/30 5.63G 0.9249 0.8245 1.134 39 800: 20%|██ | 47/233 [00:12<00:52, 3.56it/s] 20/30 5.63G 0.9249 0.8245 1.134 39 800: 21%|██ | 48/233 [00:12<00:52, 3.51it/s] 20/30 5.63G 0.9236 0.8239 1.134 50 800: 21%|██ | 48/233 [00:13<00:52, 3.51it/s] 20/30 5.63G 0.9236 0.8239 1.134 50 800: 21%|██ | 49/233 [00:13<00:52, 3.52it/s] 20/30 5.63G 0.9223 0.8219 1.133 31 800: 21%|██ | 49/233 [00:13<00:52, 3.52it/s] 20/30 5.63G 0.9223 0.8219 1.133 31 800: 21%|██▏ | 50/233 [00:13<00:51, 3.55it/s] 20/30 5.63G 0.9218 0.825 1.133 39 800: 21%|██▏ | 50/233 [00:13<00:51, 3.55it/s] 20/30 5.63G 0.9218 0.825 1.133 39 800: 22%|██▏ | 51/233 [00:13<00:51, 3.57it/s] 20/30 5.63G 0.9217 0.8298 1.132 50 800: 22%|██▏ | 51/233 [00:13<00:51, 3.57it/s] 20/30 5.63G 0.9217 0.8298 1.132 50 800: 22%|██▏ | 52/233 [00:13<00:51, 3.52it/s] 20/30 5.63G 0.9206 0.8324 1.133 48 800: 22%|██▏ | 52/233 [00:14<00:51, 3.52it/s] 20/30 5.63G 0.9206 0.8324 1.133 48 800: 23%|██▎ | 53/233 [00:14<00:50, 3.55it/s] 20/30 5.63G 0.9221 0.8358 1.133 49 800: 23%|██▎ | 53/233 [00:14<00:50, 3.55it/s] 20/30 5.63G 0.9221 0.8358 1.133 49 800: 23%|██▎ | 54/233 [00:14<00:50, 3.56it/s] 20/30 5.63G 0.9214 0.8318 1.132 36 800: 23%|██▎ | 54/233 [00:14<00:50, 3.56it/s] 20/30 5.63G 0.9214 0.8318 1.132 36 800: 24%|██▎ | 55/233 [00:14<00:50, 3.53it/s] 20/30 5.63G 0.9216 0.8325 1.132 39 800: 24%|██▎ | 55/233 [00:15<00:50, 3.53it/s] 20/30 5.63G 0.9216 0.8325 1.132 39 800: 24%|██▍ | 56/233 [00:15<00:50, 3.48it/s] 20/30 5.63G 0.922 0.8312 1.132 47 800: 24%|██▍ | 56/233 [00:15<00:50, 3.48it/s] 20/30 5.63G 0.922 0.8312 1.132 47 800: 24%|██▍ | 57/233 [00:15<00:49, 3.53it/s] 20/30 5.63G 0.9234 0.8343 1.134 43 800: 24%|██▍ | 57/233 [00:15<00:49, 3.53it/s] 20/30 5.63G 0.9234 0.8343 1.134 43 800: 25%|██▍ | 58/233 [00:15<00:49, 3.56it/s] 20/30 5.63G 0.9242 0.8373 1.134 53 800: 25%|██▍ | 58/233 [00:15<00:49, 3.56it/s] 20/30 5.63G 0.9242 0.8373 1.134 53 800: 25%|██▌ | 59/233 [00:15<00:48, 3.57it/s] 20/30 5.63G 0.9237 0.8363 1.134 37 800: 25%|██▌ | 59/233 [00:16<00:48, 3.57it/s] 20/30 5.63G 0.9237 0.8363 1.134 37 800: 26%|██▌ | 60/233 [00:16<00:49, 3.50it/s] 20/30 5.63G 0.9239 0.8387 1.137 37 800: 26%|██▌ | 60/233 [00:16<00:49, 3.50it/s] 20/30 5.63G 0.9239 0.8387 1.137 37 800: 26%|██▌ | 61/233 [00:16<00:48, 3.54it/s] 20/30 5.63G 0.924 0.8388 1.137 52 800: 26%|██▌ | 61/233 [00:16<00:48, 3.54it/s] 20/30 5.63G 0.924 0.8388 1.137 52 800: 27%|██▋ | 62/233 [00:16<00:47, 3.56it/s] 20/30 5.63G 0.9224 0.8358 1.136 38 800: 27%|██▋ | 62/233 [00:17<00:47, 3.56it/s] 20/30 5.63G 0.9224 0.8358 1.136 38 800: 27%|██▋ | 63/233 [00:17<00:46, 3.63it/s] 20/30 5.63G 0.9222 0.8336 1.136 40 800: 27%|██▋ | 63/233 [00:17<00:46, 3.63it/s] 20/30 5.63G 0.9222 0.8336 1.136 40 800: 27%|██▋ | 64/233 [00:17<00:47, 3.56it/s] 20/30 5.63G 0.9201 0.8308 1.136 35 800: 27%|██▋ | 64/233 [00:17<00:47, 3.56it/s] 20/30 5.63G 0.9201 0.8308 1.136 35 800: 28%|██▊ | 65/233 [00:17<00:46, 3.60it/s] 20/30 5.63G 0.9217 0.8322 1.136 41 800: 28%|██▊ | 65/233 [00:17<00:46, 3.60it/s] 20/30 5.63G 0.9217 0.8322 1.136 41 800: 28%|██▊ | 66/233 [00:17<00:46, 3.60it/s] 20/30 5.63G 0.9218 0.8329 1.137 33 800: 28%|██▊ | 66/233 [00:18<00:46, 3.60it/s] 20/30 5.63G 0.9218 0.8329 1.137 33 800: 29%|██▉ | 67/233 [00:18<00:46, 3.57it/s] 20/30 5.63G 0.9206 0.8324 1.138 28 800: 29%|██▉ | 67/233 [00:18<00:46, 3.57it/s] 20/30 5.63G 0.9206 0.8324 1.138 28 800: 29%|██▉ | 68/233 [00:18<00:45, 3.60it/s] 20/30 5.63G 0.9224 0.8341 1.139 44 800: 29%|██▉ | 68/233 [00:18<00:45, 3.60it/s] 20/30 5.63G 0.9224 0.8341 1.139 44 800: 30%|██▉ | 69/233 [00:18<00:44, 3.71it/s] 20/30 5.63G 0.9239 0.8356 1.14 50 800: 30%|██▉ | 69/233 [00:18<00:44, 3.71it/s] 20/30 5.63G 0.9239 0.8356 1.14 50 800: 30%|███ | 70/233 [00:18<00:44, 3.66it/s] 20/30 5.63G 0.9211 0.8334 1.139 44 800: 30%|███ | 70/233 [00:19<00:44, 3.66it/s] 20/30 5.63G 0.9211 0.8334 1.139 44 800: 30%|███ | 71/233 [00:19<00:45, 3.57it/s] 20/30 5.63G 0.9191 0.8322 1.139 37 800: 30%|███ | 71/233 [00:19<00:45, 3.57it/s] 20/30 5.63G 0.9191 0.8322 1.139 37 800: 31%|███ | 72/233 [00:19<00:46, 3.44it/s] 20/30 5.63G 0.9194 0.8321 1.138 36 800: 31%|███ | 72/233 [00:19<00:46, 3.44it/s] 20/30 5.63G 0.9194 0.8321 1.138 36 800: 31%|███▏ | 73/233 [00:19<00:45, 3.48it/s] 20/30 5.63G 0.9182 0.8312 1.136 41 800: 31%|███▏ | 73/233 [00:20<00:45, 3.48it/s] 20/30 5.63G 0.9182 0.8312 1.136 41 800: 32%|███▏ | 74/233 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87%|████████▋ | 203/233 [00:55<00:07, 3.89it/s] 20/30 5.63G 0.9122 0.8316 1.132 38 800: 88%|████████▊ | 204/233 [00:55<00:07, 3.81it/s] 20/30 5.63G 0.9122 0.8317 1.133 47 800: 88%|████████▊ | 204/233 [00:55<00:07, 3.81it/s] 20/30 5.63G 0.9122 0.8317 1.133 47 800: 88%|████████▊ | 205/233 [00:55<00:07, 3.85it/s] 20/30 5.63G 0.9124 0.8322 1.133 47 800: 88%|████████▊ | 205/233 [00:55<00:07, 3.85it/s] 20/30 5.63G 0.9124 0.8322 1.133 47 800: 88%|████████▊ | 206/233 [00:55<00:06, 3.87it/s] 20/30 5.63G 0.9127 0.8326 1.133 43 800: 88%|████████▊ | 206/233 [00:55<00:06, 3.87it/s] 20/30 5.63G 0.9127 0.8326 1.133 43 800: 89%|████████▉ | 207/233 [00:55<00:06, 3.88it/s] 20/30 5.63G 0.9127 0.8325 1.133 45 800: 89%|████████▉ | 207/233 [00:56<00:06, 3.88it/s] 20/30 5.63G 0.9127 0.8325 1.133 45 800: 89%|████████▉ | 208/233 [00:56<00:06, 3.83it/s] 20/30 5.63G 0.9125 0.8328 1.133 37 800: 89%|████████▉ | 208/233 [00:56<00:06, 3.83it/s] 20/30 5.63G 0.9125 0.8328 1.133 37 800: 90%|████████▉ | 209/233 [00:56<00:06, 3.86it/s] 20/30 5.63G 0.912 0.8318 1.133 40 800: 90%|████████▉ | 209/233 [00:56<00:06, 3.86it/s] 20/30 5.63G 0.912 0.8318 1.133 40 800: 90%|█████████ | 210/233 [00:56<00:05, 3.88it/s] 20/30 5.63G 0.9121 0.8318 1.133 46 800: 90%|█████████ | 210/233 [00:57<00:05, 3.88it/s] 20/30 5.63G 0.9121 0.8318 1.133 46 800: 91%|█████████ | 211/233 [00:57<00:05, 3.86it/s] 20/30 5.63G 0.913 0.8331 1.133 60 800: 91%|█████████ | 211/233 [00:57<00:05, 3.86it/s] 20/30 5.63G 0.913 0.8331 1.133 60 800: 91%|█████████ | 212/233 [00:57<00:05, 3.81it/s] 20/30 5.63G 0.9136 0.833 1.134 34 800: 91%|█████████ | 212/233 [00:57<00:05, 3.81it/s] 20/30 5.63G 0.9136 0.833 1.134 34 800: 91%|█████████▏| 213/233 [00:57<00:05, 3.85it/s] 20/30 5.63G 0.9133 0.8328 1.133 39 800: 91%|█████████▏| 213/233 [00:57<00:05, 3.85it/s] 20/30 5.63G 0.9133 0.8328 1.133 39 800: 92%|█████████▏| 214/233 [00:57<00:04, 3.86it/s] 20/30 5.63G 0.9141 0.8323 1.134 32 800: 92%|█████████▏| 214/233 [00:58<00:04, 3.86it/s] 20/30 5.63G 0.9141 0.8323 1.134 32 800: 92%|█████████▏| 215/233 [00:58<00:04, 3.88it/s] 20/30 5.63G 0.9142 0.8322 1.134 38 800: 92%|█████████▏| 215/233 [00:58<00:04, 3.88it/s] 20/30 5.63G 0.9142 0.8322 1.134 38 800: 93%|█████████▎| 216/233 [00:58<00:04, 3.82it/s] 20/30 5.63G 0.914 0.8325 1.133 49 800: 93%|█████████▎| 216/233 [00:58<00:04, 3.82it/s] 20/30 5.63G 0.914 0.8325 1.133 49 800: 93%|█████████▎| 217/233 [00:58<00:04, 3.86it/s] 20/30 5.63G 0.9136 0.8322 1.134 34 800: 93%|█████████▎| 217/233 [00:58<00:04, 3.86it/s] 20/30 5.63G 0.9136 0.8322 1.134 34 800: 94%|█████████▎| 218/233 [00:58<00:03, 3.87it/s] 20/30 5.63G 0.9135 0.832 1.134 40 800: 94%|█████████▎| 218/233 [00:59<00:03, 3.87it/s] 20/30 5.63G 0.9135 0.832 1.134 40 800: 94%|█████████▍| 219/233 [00:59<00:03, 3.89it/s] 20/30 5.63G 0.9134 0.8315 1.133 47 800: 94%|█████████▍| 219/233 [00:59<00:03, 3.89it/s] 20/30 5.63G 0.9134 0.8315 1.133 47 800: 94%|█████████▍| 220/233 [00:59<00:03, 3.78it/s] 20/30 5.63G 0.9138 0.8317 1.134 44 800: 94%|█████████▍| 220/233 [00:59<00:03, 3.78it/s] 20/30 5.63G 0.9138 0.8317 1.134 44 800: 95%|█████████▍| 221/233 [00:59<00:03, 3.58it/s] 20/30 5.63G 0.9139 0.8313 1.134 36 800: 95%|█████████▍| 221/233 [00:59<00:03, 3.58it/s] 20/30 5.63G 0.9139 0.8313 1.134 36 800: 95%|█████████▌| 222/233 [00:59<00:02, 3.68it/s] 20/30 5.63G 0.914 0.8308 1.134 45 800: 95%|█████████▌| 222/233 [01:00<00:02, 3.68it/s] 20/30 5.63G 0.914 0.8308 1.134 45 800: 96%|█████████▌| 223/233 [01:00<00:02, 3.74it/s] 20/30 5.63G 0.9146 0.8305 1.134 40 800: 96%|█████████▌| 223/233 [01:00<00:02, 3.74it/s] 20/30 5.63G 0.9146 0.8305 1.134 40 800: 96%|█████████▌| 224/233 [01:00<00:02, 3.74it/s] 20/30 5.63G 0.9156 0.8315 1.135 38 800: 96%|█████████▌| 224/233 [01:00<00:02, 3.74it/s] 20/30 5.63G 0.9156 0.8315 1.135 38 800: 97%|█████████▋| 225/233 [01:00<00:02, 3.79it/s] 20/30 5.63G 0.916 0.831 1.135 37 800: 97%|█████████▋| 225/233 [01:00<00:02, 3.79it/s] 20/30 5.63G 0.916 0.831 1.135 37 800: 97%|█████████▋| 226/233 [01:00<00:01, 3.83it/s] 20/30 5.63G 0.9157 0.8309 1.135 40 800: 97%|█████████▋| 226/233 [01:01<00:01, 3.83it/s] 20/30 5.63G 0.9157 0.8309 1.135 40 800: 97%|█████████▋| 227/233 [01:01<00:01, 3.80it/s] 20/30 5.63G 0.9164 0.8317 1.136 46 800: 97%|█████████▋| 227/233 [01:01<00:01, 3.80it/s] 20/30 5.63G 0.9164 0.8317 1.136 46 800: 98%|█████████▊| 228/233 [01:01<00:01, 3.77it/s] 20/30 5.63G 0.9166 0.8315 1.136 31 800: 98%|█████████▊| 228/233 [01:01<00:01, 3.77it/s] 20/30 5.63G 0.9166 0.8315 1.136 31 800: 98%|█████████▊| 229/233 [01:01<00:01, 3.82it/s] 20/30 5.63G 0.9165 0.8312 1.135 39 800: 98%|█████████▊| 229/233 [01:02<00:01, 3.82it/s] 20/30 5.63G 0.9165 0.8312 1.135 39 800: 99%|█████████▊| 230/233 [01:02<00:00, 3.85it/s] 20/30 5.63G 0.917 0.8312 1.135 41 800: 99%|█████████▊| 230/233 [01:02<00:00, 3.85it/s] 20/30 5.63G 0.917 0.8312 1.135 41 800: 99%|█████████▉| 231/233 [01:02<00:00, 3.87it/s] 20/30 5.63G 0.9169 0.8318 1.135 41 800: 99%|█████████▉| 231/233 [01:02<00:00, 3.87it/s] 20/30 5.63G 0.9169 0.8318 1.135 41 800: 100%|█████████▉| 232/233 [01:02<00:00, 3.82it/s] 20/30 6.23G 0.9171 0.8315 1.135 17 800: 100%|█████████▉| 232/233 [01:02<00:00, 3.82it/s] 20/30 6.23G 0.9171 0.8315 1.135 17 800: 100%|██████████| 233/233 [01:02<00:00, 3.72it/s] Class Images Instances Box(P R mAP50 mAP50-95): 0%| | 0/7 [00:00<?, ?it/s] Class Images Instances Box(P R mAP50 mAP50-95): 14%|█▍ | 1/7 [00:00<00:01, 4.65it/s] Class Images Instances Box(P R mAP50 mAP50-95): 29%|██▊ | 2/7 [00:00<00:01, 4.76it/s] Class Images Instances Box(P R mAP50 mAP50-95): 43%|████▎ | 3/7 [00:00<00:00, 4.55it/s] Class Images Instances Box(P R mAP50 mAP50-95): 57%|█████▋ | 4/7 [00:00<00:00, 4.58it/s] Class Images Instances Box(P R mAP50 mAP50-95): 71%|███████▏ | 5/7 [00:01<00:00, 4.60it/s] Class Images Instances Box(P R mAP50 mAP50-95): 86%|████████▌ | 6/7 [00:01<00:00, 4.62it/s] Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 7/7 [00:01<00:00, 5.14it/s] all 200 249 0.779 0.706 0.759 0.501 Closing dataloader mosaic Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size 0%| | 0/233 [00:00<?, ?it/s] 21/30 5.61G 0.784 0.8472 1.288 18 800: 0%| | 0/233 [00:00<?, ?it/s] 21/30 5.61G 0.784 0.8472 1.288 18 800: 0%| | 1/233 [00:00<01:55, 2.00it/s] 21/30 5.62G 0.8848 1.083 1.331 21 800: 0%| | 1/233 [00:00<01:55, 2.00it/s] 21/30 5.62G 0.8848 1.083 1.331 21 800: 1%| | 2/233 [00:00<01:25, 2.69it/s] 21/30 5.63G 0.9381 1.191 1.336 24 800: 1%| | 2/233 [00:01<01:25, 2.69it/s] 21/30 5.63G 0.9381 1.191 1.336 24 800: 1%|▏ | 3/233 [00:01<01:20, 2.86it/s] 21/30 5.63G 0.9859 1.134 1.346 19 800: 1%|▏ | 3/233 [00:01<01:20, 2.86it/s] 21/30 5.63G 0.9859 1.134 1.346 19 800: 2%|▏ | 4/233 [00:01<01:13, 3.11it/s] 21/30 5.63G 0.9887 1.109 1.355 21 800: 2%|▏ | 4/233 [00:01<01:13, 3.11it/s] 21/30 5.63G 0.9887 1.109 1.355 21 800: 2%|▏ | 5/233 [00:01<01:07, 3.40it/s] 21/30 5.63G 1.024 1.102 1.371 22 800: 2%|▏ | 5/233 [00:01<01:07, 3.40it/s] 21/30 5.63G 1.024 1.102 1.371 22 800: 3%|▎ | 6/233 [00:01<01:02, 3.61it/s] 21/30 5.63G 1.016 1.096 1.345 20 800: 3%|▎ | 6/233 [00:02<01:02, 3.61it/s] 21/30 5.63G 1.016 1.096 1.345 20 800: 3%|▎ | 7/233 [00:02<01:02, 3.60it/s] 21/30 5.63G 1.032 1.073 1.373 19 800: 3%|▎ | 7/233 [00:02<01:02, 3.60it/s] 21/30 5.63G 1.032 1.073 1.373 19 800: 3%|▎ | 8/233 [00:02<01:00, 3.73it/s] 21/30 5.63G 1.016 1.038 1.364 22 800: 3%|▎ | 8/233 [00:02<01:00, 3.73it/s] 21/30 5.63G 1.016 1.038 1.364 22 800: 4%|▍ | 9/233 [00:02<00:58, 3.82it/s] 21/30 5.63G 1.017 1.051 1.354 22 800: 4%|▍ | 9/233 [00:02<00:58, 3.82it/s] 21/30 5.63G 1.017 1.051 1.354 22 800: 4%|▍ | 10/233 [00:02<00:57, 3.90it/s] 21/30 5.63G 1.012 1.049 1.353 18 800: 4%|▍ | 10/233 [00:03<00:57, 3.90it/s] 21/30 5.63G 1.012 1.049 1.353 18 800: 5%|▍ | 11/233 [00:03<00:57, 3.85it/s] 21/30 5.63G 1.027 1.037 1.36 22 800: 5%|▍ | 11/233 [00:03<00:57, 3.85it/s] 21/30 5.63G 1.027 1.037 1.36 22 800: 5%|▌ | 12/233 [00:03<00:56, 3.92it/s] 21/30 5.63G 1.022 1.022 1.355 24 800: 5%|▌ | 12/233 [00:03<00:56, 3.92it/s] 21/30 5.63G 1.022 1.022 1.355 24 800: 6%|▌ | 13/233 [00:03<00:55, 3.97it/s] 21/30 5.63G 1.015 1.016 1.35 20 800: 6%|▌ | 13/233 [00:03<00:55, 3.97it/s] 21/30 5.63G 1.015 1.016 1.35 20 800: 6%|▌ | 14/233 [00:03<00:54, 3.99it/s] 21/30 5.63G 0.9937 0.9948 1.339 16 800: 6%|▌ | 14/233 [00:04<00:54, 3.99it/s] 21/30 5.63G 0.9937 0.9948 1.339 16 800: 6%|▋ | 15/233 [00:04<00:55, 3.93it/s] 21/30 5.63G 1.001 0.9843 1.358 16 800: 6%|▋ | 15/233 [00:04<00:55, 3.93it/s] 21/30 5.63G 1.001 0.9843 1.358 16 800: 7%|▋ | 16/233 [00:04<00:54, 3.98it/s] 21/30 5.63G 0.9952 0.9846 1.352 24 800: 7%|▋ | 16/233 [00:04<00:54, 3.98it/s] 21/30 5.63G 0.9952 0.9846 1.352 24 800: 7%|▋ | 17/233 [00:04<00:54, 3.99it/s] 21/30 5.63G 0.9966 0.9868 1.357 25 800: 7%|▋ | 17/233 [00:04<00:54, 3.99it/s] 21/30 5.63G 0.9966 0.9868 1.357 25 800: 8%|▊ | 18/233 [00:04<00:54, 3.97it/s] 21/30 5.63G 0.9988 0.9861 1.357 23 800: 8%|▊ | 18/233 [00:05<00:54, 3.97it/s] 21/30 5.63G 0.9988 0.9861 1.357 23 800: 8%|▊ | 19/233 [00:05<00:54, 3.92it/s] 21/30 5.63G 1.002 0.9832 1.368 20 800: 8%|▊ | 19/233 [00:05<00:54, 3.92it/s] 21/30 5.63G 1.002 0.9832 1.368 20 800: 9%|▊ | 20/233 [00:05<00:53, 3.96it/s] 21/30 5.63G 0.9898 0.9792 1.35 18 800: 9%|▊ | 20/233 [00:05<00:53, 3.96it/s] 21/30 5.63G 0.9898 0.9792 1.35 18 800: 9%|▉ | 21/233 [00:05<00:53, 4.00it/s] 21/30 5.63G 0.9755 0.962 1.342 17 800: 9%|▉ | 21/233 [00:05<00:53, 4.00it/s] 21/30 5.63G 0.9755 0.962 1.342 17 800: 9%|▉ | 22/233 [00:05<00:52, 4.03it/s] 21/30 5.63G 0.9751 0.9721 1.342 24 800: 9%|▉ | 22/233 [00:06<00:52, 4.03it/s] 21/30 5.63G 0.9751 0.9721 1.342 24 800: 10%|▉ | 23/233 [00:06<00:53, 3.95it/s] 21/30 5.63G 0.9842 0.9825 1.347 31 800: 10%|▉ | 23/233 [00:06<00:53, 3.95it/s] 21/30 5.63G 0.9842 0.9825 1.347 31 800: 10%|█ | 24/233 [00:06<00:52, 4.00it/s] 21/30 5.63G 0.987 0.9811 1.352 18 800: 10%|█ | 24/233 [00:06<00:52, 4.00it/s] 21/30 5.63G 0.987 0.9811 1.352 18 800: 11%|█ | 25/233 [00:06<00:51, 4.01it/s] 21/30 5.63G 0.9914 0.9851 1.354 19 800: 11%|█ | 25/233 [00:06<00:51, 4.01it/s] 21/30 5.63G 0.9914 0.9851 1.354 19 800: 11%|█ | 26/233 [00:06<00:51, 4.04it/s] 21/30 5.63G 0.9799 0.9717 1.345 18 800: 11%|█ | 26/233 [00:07<00:51, 4.04it/s] 21/30 5.63G 0.9799 0.9717 1.345 18 800: 12%|█▏ | 27/233 [00:07<00:52, 3.92it/s] 21/30 5.63G 0.9868 0.9766 1.354 23 800: 12%|█▏ | 27/233 [00:07<00:52, 3.92it/s] 21/30 5.63G 0.9868 0.9766 1.354 23 800: 12%|█▏ | 28/233 [00:07<00:51, 3.97it/s] 21/30 5.63G 0.9874 0.9777 1.351 21 800: 12%|█▏ | 28/233 [00:07<00:51, 3.97it/s] 21/30 5.63G 0.9874 0.9777 1.351 21 800: 12%|█▏ | 29/233 [00:07<00:50, 4.00it/s] 21/30 5.63G 0.9922 0.9868 1.352 20 800: 12%|█▏ | 29/233 [00:07<00:50, 4.00it/s] 21/30 5.63G 0.9922 0.9868 1.352 20 800: 13%|█▎ | 30/233 [00:07<00:50, 4.03it/s] 21/30 5.63G 0.984 0.9771 1.347 19 800: 13%|█▎ | 30/233 [00:08<00:50, 4.03it/s] 21/30 5.63G 0.984 0.9771 1.347 19 800: 13%|█▎ | 31/233 [00:08<00:50, 3.98it/s] 21/30 5.63G 0.9791 0.9783 1.349 21 800: 13%|█▎ | 31/233 [00:08<00:50, 3.98it/s] 21/30 5.63G 0.9791 0.9783 1.349 21 800: 14%|█▎ | 32/233 [00:08<00:50, 3.96it/s] 21/30 5.63G 0.9925 1.004 1.356 29 800: 14%|█▎ | 32/233 [00:08<00:50, 3.96it/s] 21/30 5.63G 0.9925 1.004 1.356 29 800: 14%|█▍ | 33/233 [00:08<00:50, 4.00it/s] 21/30 5.63G 0.9922 1.004 1.356 22 800: 14%|█▍ | 33/233 [00:08<00:50, 4.00it/s] 21/30 5.63G 0.9922 1.004 1.356 22 800: 15%|█▍ | 34/233 [00:08<00:49, 4.00it/s] 21/30 5.63G 1.004 1.024 1.362 33 800: 15%|█▍ | 34/233 [00:09<00:49, 4.00it/s] 21/30 5.63G 1.004 1.024 1.362 33 800: 15%|█▌ | 35/233 [00:09<00:50, 3.94it/s] 21/30 5.63G 0.9988 1.015 1.359 18 800: 15%|█▌ | 35/233 [00:09<00:50, 3.94it/s] 21/30 5.63G 0.9988 1.015 1.359 18 800: 15%|█▌ | 36/233 [00:09<00:49, 3.99it/s] 21/30 5.63G 1.006 1.012 1.359 18 800: 15%|█▌ | 36/233 [00:09<00:49, 3.99it/s] 21/30 5.63G 1.006 1.012 1.359 18 800: 16%|█▌ | 37/233 [00:09<00:48, 4.01it/s] 21/30 5.63G 1.003 1.006 1.357 18 800: 16%|█▌ | 37/233 [00:09<00:48, 4.01it/s] 21/30 5.63G 1.003 1.006 1.357 18 800: 16%|█▋ | 38/233 [00:09<00:48, 4.03it/s] 21/30 5.63G 0.9994 0.9991 1.358 18 800: 16%|█▋ | 38/233 [00:10<00:48, 4.03it/s] 21/30 5.63G 0.9994 0.9991 1.358 18 800: 17%|█▋ | 39/233 [00:10<00:48, 3.96it/s] 21/30 5.63G 0.9999 0.9964 1.362 19 800: 17%|█▋ | 39/233 [00:10<00:48, 3.96it/s] 21/30 5.63G 0.9999 0.9964 1.362 19 800: 17%|█▋ | 40/233 [00:10<00:48, 3.99it/s] 21/30 5.63G 1.003 1.011 1.364 26 800: 17%|█▋ | 40/233 [00:10<00:48, 3.99it/s] 21/30 5.63G 1.003 1.011 1.364 26 800: 18%|█▊ | 41/233 [00:10<00:47, 4.01it/s] 21/30 5.63G 1.003 1.005 1.361 21 800: 18%|█▊ | 41/233 [00:10<00:47, 4.01it/s] 21/30 5.63G 1.003 1.005 1.361 21 800: 18%|█▊ | 42/233 [00:10<00:47, 4.03it/s] 21/30 5.63G 1.006 1.007 1.362 29 800: 18%|█▊ | 42/233 [00:11<00:47, 4.03it/s] 21/30 5.63G 1.006 1.007 1.362 29 800: 18%|█▊ | 43/233 [00:11<00:48, 3.95it/s] 21/30 5.63G 0.9996 1.005 1.355 20 800: 18%|█▊ | 43/233 [00:11<00:48, 3.95it/s] 21/30 5.63G 0.9996 1.005 1.355 20 800: 19%|█▉ | 44/233 [00:11<00:47, 3.99it/s] 21/30 5.63G 1.006 1.014 1.356 30 800: 19%|█▉ | 44/233 [00:11<00:47, 3.99it/s] 21/30 5.63G 1.006 1.014 1.356 30 800: 19%|█▉ | 45/233 [00:11<00:46, 4.00it/s] 21/30 5.63G 1.008 1.017 1.355 23 800: 19%|█▉ | 45/233 [00:11<00:46, 4.00it/s] 21/30 5.63G 1.008 1.017 1.355 23 800: 20%|█▉ | 46/233 [00:11<00:46, 4.02it/s] 21/30 5.63G 1.012 1.022 1.355 24 800: 20%|█▉ | 46/233 [00:12<00:46, 4.02it/s] 21/30 5.63G 1.012 1.022 1.355 24 800: 20%|██ | 47/233 [00:12<00:46, 3.97it/s] 21/30 5.63G 1.008 1.013 1.352 17 800: 20%|██ | 47/233 [00:12<00:46, 3.97it/s] 21/30 5.63G 1.008 1.013 1.352 17 800: 21%|██ | 48/233 [00:12<00:46, 4.02it/s] 21/30 5.63G 1.006 1.02 1.352 22 800: 21%|██ | 48/233 [00:12<00:46, 4.02it/s] 21/30 5.63G 1.006 1.02 1.352 22 800: 21%|██ | 49/233 [00:12<00:46, 3.94it/s] 21/30 5.63G 1.003 1.022 1.351 16 800: 21%|██ | 49/233 [00:12<00:46, 3.94it/s] 21/30 5.63G 1.003 1.022 1.351 16 800: 21%|██▏ | 50/233 [00:12<00:48, 3.75it/s] 21/30 5.63G 1.003 1.018 1.353 21 800: 21%|██▏ | 50/233 [00:13<00:48, 3.75it/s] 21/30 5.63G 1.003 1.018 1.353 21 800: 22%|██▏ | 51/233 [00:13<00:50, 3.60it/s] 21/30 5.63G 1.001 1.017 1.353 19 800: 22%|██▏ | 51/233 [00:13<00:50, 3.60it/s] 21/30 5.63G 1.001 1.017 1.353 19 800: 22%|██▏ | 52/233 [00:13<00:50, 3.57it/s] 21/30 5.63G 1.006 1.014 1.357 22 800: 22%|██▏ | 52/233 [00:13<00:50, 3.57it/s] 21/30 5.63G 1.006 1.014 1.357 22 800: 23%|██▎ | 53/233 [00:13<00:49, 3.67it/s] 21/30 5.63G 1.006 1.016 1.357 20 800: 23%|██▎ | 53/233 [00:14<00:49, 3.67it/s] 21/30 5.63G 1.006 1.016 1.357 20 800: 23%|██▎ | 54/233 [00:14<00:47, 3.79it/s] 21/30 5.63G 1.006 1.015 1.356 19 800: 23%|██▎ | 54/233 [00:14<00:47, 3.79it/s] 21/30 5.63G 1.006 1.015 1.356 19 800: 24%|██▎ | 55/233 [00:14<00:47, 3.74it/s] 21/30 5.63G 1.006 1.016 1.354 21 800: 24%|██▎ | 55/233 [00:14<00:47, 3.74it/s] 21/30 5.63G 1.006 1.016 1.354 21 800: 24%|██▍ | 56/233 [00:14<00:47, 3.75it/s] 21/30 5.63G 1.011 1.017 1.354 20 800: 24%|██▍ | 56/233 [00:14<00:47, 3.75it/s] 21/30 5.63G 1.011 1.017 1.354 20 800: 24%|██▍ | 57/233 [00:14<00:46, 3.77it/s] 21/30 5.63G 1.011 1.017 1.354 23 800: 24%|██▍ | 57/233 [00:15<00:46, 3.77it/s] 21/30 5.63G 1.011 1.017 1.354 23 800: 25%|██▍ | 58/233 [00:15<00:46, 3.75it/s] 21/30 5.63G 1.005 1.012 1.35 17 800: 25%|██▍ | 58/233 [00:15<00:46, 3.75it/s] 21/30 5.63G 1.005 1.012 1.35 17 800: 25%|██▌ | 59/233 [00:15<00:47, 3.66it/s] 21/30 5.63G 1 1.009 1.348 17 800: 25%|██▌ | 59/233 [00:15<00:47, 3.66it/s] 21/30 5.63G 1 1.009 1.348 17 800: 26%|██▌ | 60/233 [00:15<00:45, 3.77it/s] 21/30 5.63G 0.9968 1.006 1.347 18 800: 26%|██▌ | 60/233 [00:15<00:45, 3.77it/s] 21/30 5.63G 0.9968 1.006 1.347 18 800: 26%|██▌ | 61/233 [00:15<00:44, 3.87it/s] 21/30 5.63G 1.002 1.014 1.353 23 800: 26%|██▌ | 61/233 [00:16<00:44, 3.87it/s] 21/30 5.63G 1.002 1.014 1.353 23 800: 27%|██▋ | 62/233 [00:16<00:43, 3.93it/s] 21/30 5.63G 1.002 1.012 1.35 17 800: 27%|██▋ | 62/233 [00:16<00:43, 3.93it/s] 21/30 5.63G 1.002 1.012 1.35 17 800: 27%|██▋ | 63/233 [00:16<00:43, 3.90it/s] 21/30 5.63G 1.005 1.018 1.351 23 800: 27%|██▋ | 63/233 [00:16<00:43, 3.90it/s] 21/30 5.63G 1.005 1.018 1.351 23 800: 27%|██▋ | 64/233 [00:16<00:43, 3.91it/s] 21/30 5.63G 1.003 1.013 1.352 20 800: 27%|██▋ | 64/233 [00:16<00:43, 3.91it/s] 21/30 5.63G 1.003 1.013 1.352 20 800: 28%|██▊ | 65/233 [00:16<00:42, 3.96it/s] 21/30 5.63G 1.002 1.014 1.351 21 800: 28%|██▊ | 65/233 [00:17<00:42, 3.96it/s] 21/30 5.63G 1.002 1.014 1.351 21 800: 28%|██▊ | 66/233 [00:17<00:42, 3.96it/s] 21/30 5.63G 1.003 1.018 1.353 20 800: 28%|██▊ | 66/233 [00:17<00:42, 3.96it/s] 21/30 5.63G 1.003 1.018 1.353 20 800: 29%|██▉ | 67/233 [00:17<00:42, 3.87it/s] 21/30 5.63G 1.004 1.016 1.354 19 800: 29%|██▉ | 67/233 [00:17<00:42, 3.87it/s] 21/30 5.63G 1.004 1.016 1.354 19 800: 29%|██▉ | 68/233 [00:17<00:41, 3.94it/s] 21/30 5.63G 1.003 1.014 1.353 25 800: 29%|██▉ | 68/233 [00:17<00:41, 3.94it/s] 21/30 5.63G 1.003 1.014 1.353 25 800: 30%|██▉ | 69/233 [00:17<00:41, 3.99it/s] 21/30 5.63G 1.001 1.014 1.351 21 800: 30%|██▉ | 69/233 [00:18<00:41, 3.99it/s] 21/30 5.63G 1.001 1.014 1.351 21 800: 30%|███ | 70/233 [00:18<00:40, 4.02it/s] 21/30 5.63G 0.999 1.013 1.35 20 800: 30%|███ | 70/233 [00:18<00:40, 4.02it/s] 21/30 5.63G 0.999 1.013 1.35 20 800: 30%|███ | 71/233 [00:18<00:40, 3.97it/s] 21/30 5.63G 0.9961 1.012 1.349 22 800: 30%|███ | 71/233 [00:18<00:40, 3.97it/s] 21/30 5.63G 0.9961 1.012 1.349 22 800: 31%|███ | 72/233 [00:18<00:40, 4.00it/s] 21/30 5.63G 0.9967 1.015 1.348 21 800: 31%|███ | 72/233 [00:18<00:40, 4.00it/s] 21/30 5.63G 0.9967 1.015 1.348 21 800: 31%|███▏ | 73/233 [00:18<00:39, 4.02it/s] 21/30 5.63G 0.9934 1.01 1.346 16 800: 31%|███▏ | 73/233 [00:19<00:39, 4.02it/s] 21/30 5.63G 0.9934 1.01 1.346 16 800: 32%|███▏ | 74/233 [00:19<00:39, 4.03it/s] 21/30 5.63G 0.9941 1.012 1.345 22 800: 32%|███▏ | 74/233 [00:19<00:39, 4.03it/s] 21/30 5.63G 0.9941 1.012 1.345 22 800: 32%|███▏ | 75/233 [00:19<00:39, 3.96it/s] 21/30 5.63G 0.9943 1.009 1.347 19 800: 32%|███▏ | 75/233 [00:19<00:39, 3.96it/s] 21/30 5.63G 0.9943 1.009 1.347 19 800: 33%|███▎ | 76/233 [00:19<00:39, 3.99it/s] 21/30 5.63G 0.9965 1.014 1.348 27 800: 33%|███▎ | 76/233 [00:19<00:39, 3.99it/s] 21/30 5.63G 0.9965 1.014 1.348 27 800: 33%|███▎ | 77/233 [00:19<00:38, 4.01it/s] 21/30 5.63G 0.9926 1.01 1.344 18 800: 33%|███▎ | 77/233 [00:20<00:38, 4.01it/s] 21/30 5.63G 0.9926 1.01 1.344 18 800: 33%|███▎ | 78/233 [00:20<00:38, 4.02it/s] 21/30 5.63G 0.9951 1.017 1.347 26 800: 33%|███▎ | 78/233 [00:20<00:38, 4.02it/s] 21/30 5.63G 0.9951 1.017 1.347 26 800: 34%|███▍ | 79/233 [00:20<00:39, 3.93it/s] 21/30 5.63G 0.9986 1.022 1.347 41 800: 34%|███▍ | 79/233 [00:20<00:39, 3.93it/s] 21/30 5.63G 0.9986 1.022 1.347 41 800: 34%|███▍ | 80/233 [00:20<00:38, 3.93it/s] 21/30 5.63G 0.9963 1.018 1.345 19 800: 34%|███▍ | 80/233 [00:20<00:38, 3.93it/s] 21/30 5.63G 0.9963 1.018 1.345 19 800: 35%|███▍ | 81/233 [00:20<00:38, 3.96it/s] 21/30 5.63G 0.9946 1.016 1.343 17 800: 35%|███▍ | 81/233 [00:21<00:38, 3.96it/s] 21/30 5.63G 0.9946 1.016 1.343 17 800: 35%|███▌ | 82/233 [00:21<00:37, 3.98it/s] 21/30 5.63G 0.9955 1.016 1.342 24 800: 35%|███▌ | 82/233 [00:21<00:37, 3.98it/s] 21/30 5.63G 0.9955 1.016 1.342 24 800: 36%|███▌ | 83/233 [00:21<00:38, 3.94it/s] 21/30 5.63G 0.995 1.017 1.341 21 800: 36%|███▌ | 83/233 [00:21<00:38, 3.94it/s] 21/30 5.63G 0.995 1.017 1.341 21 800: 36%|███▌ | 84/233 [00:21<00:37, 3.97it/s] 21/30 5.63G 0.9971 1.022 1.341 22 800: 36%|███▌ | 84/233 [00:21<00:37, 3.97it/s] 21/30 5.63G 0.9971 1.022 1.341 22 800: 36%|███▋ | 85/233 [00:21<00:37, 4.00it/s] 21/30 5.63G 0.9978 1.022 1.341 22 800: 36%|███▋ | 85/233 [00:22<00:37, 4.00it/s] 21/30 5.63G 0.9978 1.022 1.341 22 800: 37%|███▋ | 86/233 [00:22<00:36, 3.98it/s] 21/30 5.63G 0.9986 1.024 1.343 19 800: 37%|███▋ | 86/233 [00:22<00:36, 3.98it/s] 21/30 5.63G 0.9986 1.024 1.343 19 800: 37%|███▋ | 87/233 [00:22<00:37, 3.92it/s] 21/30 5.63G 0.9998 1.025 1.343 24 800: 37%|███▋ | 87/233 [00:22<00:37, 3.92it/s] 21/30 5.63G 0.9998 1.025 1.343 24 800: 38%|███▊ | 88/233 [00:22<00:36, 3.97it/s] 21/30 5.63G 1.001 1.025 1.345 27 800: 38%|███▊ | 88/233 [00:22<00:36, 3.97it/s] 21/30 5.63G 1.001 1.025 1.345 27 800: 38%|███▊ | 89/233 [00:22<00:36, 3.98it/s] 21/30 5.63G 0.9977 1.022 1.342 17 800: 38%|███▊ | 89/233 [00:23<00:36, 3.98it/s] 21/30 5.63G 0.9977 1.022 1.342 17 800: 39%|███▊ | 90/233 [00:23<00:35, 4.00it/s] 21/30 5.63G 0.9966 1.02 1.342 21 800: 39%|███▊ | 90/233 [00:23<00:35, 4.00it/s] 21/30 5.63G 0.9966 1.02 1.342 21 800: 39%|███▉ | 91/233 [00:23<00:36, 3.94it/s] 21/30 5.63G 0.9973 1.02 1.339 20 800: 39%|███▉ | 91/233 [00:23<00:36, 3.94it/s] 21/30 5.63G 0.9973 1.02 1.339 20 800: 39%|███▉ | 92/233 [00:23<00:35, 3.97it/s] 21/30 5.63G 0.9972 1.019 1.34 17 800: 39%|███▉ | 92/233 [00:23<00:35, 3.97it/s] 21/30 5.63G 0.9972 1.019 1.34 17 800: 40%|███▉ | 93/233 [00:23<00:35, 4.00it/s] 21/30 5.63G 0.997 1.019 1.34 21 800: 40%|███▉ | 93/233 [00:24<00:35, 4.00it/s] 21/30 5.63G 0.997 1.019 1.34 21 800: 40%|████ | 94/233 [00:24<00:34, 4.02it/s] 21/30 5.63G 0.997 1.021 1.34 22 800: 40%|████ | 94/233 [00:24<00:34, 4.02it/s] 21/30 5.63G 0.997 1.021 1.34 22 800: 41%|████ | 95/233 [00:24<00:35, 3.93it/s] 21/30 5.63G 0.9978 1.023 1.34 24 800: 41%|████ | 95/233 [00:24<00:35, 3.93it/s] 21/30 5.63G 0.9978 1.023 1.34 24 800: 41%|████ | 96/233 [00:24<00:34, 3.93it/s] 21/30 5.63G 0.9948 1.02 1.338 16 800: 41%|████ | 96/233 [00:24<00:34, 3.93it/s] 21/30 5.63G 0.9948 1.02 1.338 16 800: 42%|████▏ | 97/233 [00:24<00:34, 3.96it/s] 21/30 5.63G 0.9978 1.019 1.341 20 800: 42%|████▏ | 97/233 [00:25<00:34, 3.96it/s] 21/30 5.63G 0.9978 1.019 1.341 20 800: 42%|████▏ | 98/233 [00:25<00:34, 3.97it/s] 21/30 5.63G 0.9988 1.018 1.34 22 800: 42%|████▏ | 98/233 [00:25<00:34, 3.97it/s] 21/30 5.63G 0.9988 1.018 1.34 22 800: 42%|████▏ | 99/233 [00:25<00:34, 3.91it/s] 21/30 5.63G 0.9977 1.019 1.34 18 800: 42%|████▏ | 99/233 [00:25<00:34, 3.91it/s] 21/30 5.63G 0.9977 1.019 1.34 18 800: 43%|████▎ | 100/233 [00:25<00:33, 3.95it/s] 21/30 5.63G 0.9973 1.02 1.34 18 800: 43%|████▎ | 100/233 [00:25<00:33, 3.95it/s] 21/30 5.63G 0.9973 1.02 1.34 18 800: 43%|████▎ | 101/233 [00:26<00:33, 3.95it/s] 21/30 5.63G 1.002 1.023 1.344 22 800: 43%|████▎ | 101/233 [00:26<00:33, 3.95it/s] 21/30 5.63G 1.002 1.023 1.344 22 800: 44%|████▍ | 102/233 [00:26<00:32, 3.98it/s] 21/30 5.63G 1 1.021 1.343 17 800: 44%|████▍ | 102/233 [00:26<00:32, 3.98it/s] 21/30 5.63G 1 1.021 1.343 17 800: 44%|████▍ | 103/233 [00:26<00:33, 3.93it/s] 21/30 5.63G 0.9996 1.021 1.345 20 800: 44%|████▍ | 103/233 [00:26<00:33, 3.93it/s] 21/30 5.63G 0.9996 1.021 1.345 20 800: 45%|████▍ | 104/233 [00:26<00:32, 3.96it/s] 21/30 5.63G 0.9973 1.017 1.341 19 800: 45%|████▍ | 104/233 [00:27<00:32, 3.96it/s] 21/30 5.63G 0.9973 1.017 1.341 19 800: 45%|████▌ | 105/233 [00:27<00:32, 3.99it/s] 21/30 5.63G 0.9982 1.019 1.342 21 800: 45%|████▌ | 105/233 [00:27<00:32, 3.99it/s] 21/30 5.63G 0.9982 1.019 1.342 21 800: 45%|████▌ | 106/233 [00:27<00:31, 4.01it/s] 21/30 5.63G 0.999 1.023 1.343 23 800: 45%|████▌ | 106/233 [00:27<00:31, 4.01it/s] 21/30 5.63G 0.999 1.023 1.343 23 800: 46%|████▌ | 107/233 [00:27<00:32, 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5.63G 1.005 1.026 1.341 23 800: 48%|████▊ | 113/233 [00:29<00:29, 4.03it/s] 21/30 5.63G 1.005 1.026 1.341 23 800: 49%|████▉ | 114/233 [00:29<00:29, 4.04it/s] 21/30 5.63G 1.005 1.024 1.341 21 800: 49%|████▉ | 114/233 [00:29<00:29, 4.04it/s] 21/30 5.63G 1.005 1.024 1.341 21 800: 49%|████▉ | 115/233 [00:29<00:29, 3.99it/s] 21/30 5.63G 1.003 1.023 1.339 18 800: 49%|████▉ | 115/233 [00:29<00:29, 3.99it/s] 21/30 5.63G 1.003 1.023 1.339 18 800: 50%|████▉ | 116/233 [00:29<00:29, 4.02it/s] 21/30 5.63G 1.002 1.023 1.339 20 800: 50%|████▉ | 116/233 [00:29<00:29, 4.02it/s] 21/30 5.63G 1.002 1.023 1.339 20 800: 50%|█████ | 117/233 [00:29<00:28, 4.04it/s] 21/30 5.63G 1.002 1.021 1.339 18 800: 50%|█████ | 117/233 [00:30<00:28, 4.04it/s] 21/30 5.63G 1.002 1.021 1.339 18 800: 51%|█████ | 118/233 [00:30<00:28, 4.03it/s] 21/30 5.63G 1.002 1.023 1.339 29 800: 51%|█████ | 118/233 [00:30<00:28, 4.03it/s] 21/30 5.63G 1.002 1.023 1.339 29 800: 51%|█████ | 119/233 [00:30<00:28, 3.95it/s] 21/30 5.63G 1.003 1.024 1.34 23 800: 51%|█████ | 119/233 [00:30<00:28, 3.95it/s] 21/30 5.63G 1.003 1.024 1.34 23 800: 52%|█████▏ | 120/233 [00:30<00:28, 3.99it/s] 21/30 5.63G 1.004 1.023 1.34 21 800: 52%|█████▏ | 120/233 [00:30<00:28, 3.99it/s] 21/30 5.63G 1.004 1.023 1.34 21 800: 52%|█████▏ | 121/233 [00:30<00:27, 4.02it/s] 21/30 5.63G 1.004 1.022 1.339 19 800: 52%|█████▏ | 121/233 [00:31<00:27, 4.02it/s] 21/30 5.63G 1.004 1.022 1.339 19 800: 52%|█████▏ | 122/233 [00:31<00:27, 4.04it/s] 21/30 5.63G 1.003 1.022 1.338 21 800: 52%|█████▏ | 122/233 [00:31<00:27, 4.04it/s] 21/30 5.63G 1.003 1.022 1.338 21 800: 53%|█████▎ | 123/233 [00:31<00:27, 3.97it/s] 21/30 5.63G 1.002 1.021 1.339 17 800: 53%|█████▎ | 123/233 [00:31<00:27, 3.97it/s] 21/30 5.63G 1.002 1.021 1.339 17 800: 53%|█████▎ | 124/233 [00:31<00:27, 3.98it/s] 21/30 5.63G 1.004 1.022 1.341 20 800: 53%|█████▎ | 124/233 [00:31<00:27, 3.98it/s] 21/30 5.63G 1.004 1.022 1.341 20 800: 54%|█████▎ | 125/233 [00:31<00:26, 4.01it/s] 21/30 5.63G 1.003 1.022 1.34 19 800: 54%|█████▎ | 125/233 [00:32<00:26, 4.01it/s] 21/30 5.63G 1.003 1.022 1.34 19 800: 54%|█████▍ | 126/233 [00:32<00:26, 4.02it/s] 21/30 5.63G 1.003 1.021 1.341 19 800: 54%|█████▍ | 126/233 [00:32<00:26, 4.02it/s] 21/30 5.63G 1.003 1.021 1.341 19 800: 55%|█████▍ | 127/233 [00:32<00:26, 3.95it/s] 21/30 5.63G 1.003 1.019 1.341 19 800: 55%|█████▍ | 127/233 [00:32<00:26, 3.95it/s] 21/30 5.63G 1.003 1.019 1.341 19 800: 55%|█████▍ | 128/233 [00:32<00:26, 3.98it/s] 21/30 5.63G 1.004 1.018 1.342 19 800: 55%|█████▍ | 128/233 [00:33<00:26, 3.98it/s] 21/30 5.63G 1.004 1.018 1.342 19 800: 55%|█████▌ | 129/233 [00:33<00:26, 4.00it/s] 21/30 5.63G 1.002 1.017 1.34 19 800: 55%|█████▌ | 129/233 [00:33<00:26, 4.00it/s] 21/30 5.63G 1.002 1.017 1.34 19 800: 56%|█████▌ | 130/233 [00:33<00:25, 4.02it/s] 21/30 5.63G 1.002 1.017 1.34 23 800: 56%|█████▌ | 130/233 [00:33<00:25, 4.02it/s] 21/30 5.63G 1.002 1.017 1.34 23 800: 56%|█████▌ | 131/233 [00:33<00:25, 3.98it/s] 21/30 5.63G 1.003 1.021 1.34 28 800: 56%|█████▌ | 131/233 [00:33<00:25, 3.98it/s] 21/30 5.63G 1.003 1.021 1.34 28 800: 57%|█████▋ | 132/233 [00:33<00:25, 4.01it/s] 21/30 5.63G 1.003 1.021 1.339 19 800: 57%|█████▋ | 132/233 [00:33<00:25, 4.01it/s] 21/30 5.63G 1.003 1.021 1.339 19 800: 57%|█████▋ | 133/233 [00:33<00:24, 4.03it/s] 21/30 5.63G 1.002 1.019 1.339 19 800: 57%|█████▋ | 133/233 [00:34<00:24, 4.03it/s] 21/30 5.63G 1.002 1.019 1.339 19 800: 58%|█████▊ | 134/233 [00:34<00:24, 4.03it/s] 21/30 5.63G 1 1.018 1.338 21 800: 58%|█████▊ | 134/233 [00:34<00:24, 4.03it/s] 21/30 5.63G 1 1.018 1.338 21 800: 58%|█████▊ | 135/233 [00:34<00:24, 3.97it/s] 21/30 5.63G 1.001 1.019 1.337 22 800: 58%|█████▊ | 135/233 [00:34<00:24, 3.97it/s] 21/30 5.63G 1.001 1.019 1.337 22 800: 58%|█████▊ | 136/233 [00:34<00:24, 3.99it/s] 21/30 5.63G 1 1.019 1.338 23 800: 58%|█████▊ | 136/233 [00:34<00:24, 3.99it/s] 21/30 5.63G 1 1.019 1.338 23 800: 59%|█████▉ | 137/233 [00:34<00:23, 4.02it/s] 21/30 5.63G 1.001 1.021 1.338 20 800: 59%|█████▉ | 137/233 [00:35<00:23, 4.02it/s] 21/30 5.63G 1.001 1.021 1.338 20 800: 59%|█████▉ | 138/233 [00:35<00:23, 4.04it/s] 21/30 5.63G 1.001 1.021 1.339 19 800: 59%|█████▉ | 138/233 [00:35<00:23, 4.04it/s] 21/30 5.63G 1.001 1.021 1.339 19 800: 60%|█████▉ | 139/233 [00:35<00:23, 3.98it/s] 21/30 5.63G 1.001 1.02 1.339 18 800: 60%|█████▉ | 139/233 [00:35<00:23, 3.98it/s] 21/30 5.63G 1.001 1.02 1.339 18 800: 60%|██████ | 140/233 [00:35<00:23, 3.97it/s] 21/30 5.63G 1 1.019 1.34 20 800: 60%|██████ | 140/233 [00:35<00:23, 3.97it/s] 21/30 5.63G 1 1.019 1.34 20 800: 61%|██████ | 141/233 [00:35<00:22, 4.01it/s] 21/30 5.63G 0.998 1.018 1.338 19 800: 61%|██████ | 141/233 [00:36<00:22, 4.01it/s] 21/30 5.63G 0.998 1.018 1.338 19 800: 61%|██████ | 142/233 [00:36<00:22, 4.02it/s] 21/30 5.63G 0.9966 1.016 1.337 18 800: 61%|██████ | 142/233 [00:36<00:22, 4.02it/s] 21/30 5.63G 0.9966 1.016 1.337 18 800: 61%|██████▏ | 143/233 [00:36<00:22, 3.96it/s] 21/30 5.63G 0.9945 1.015 1.335 20 800: 61%|██████▏ | 143/233 [00:36<00:22, 3.96it/s] 21/30 5.63G 0.9945 1.015 1.335 20 800: 62%|██████▏ | 144/233 [00:36<00:22, 3.99it/s] 21/30 5.63G 0.9936 1.014 1.334 21 800: 62%|██████▏ | 144/233 [00:36<00:22, 3.99it/s] 21/30 5.63G 0.9936 1.014 1.334 21 800: 62%|██████▏ | 145/233 [00:36<00:21, 4.02it/s] 21/30 5.63G 0.9937 1.014 1.336 21 800: 62%|██████▏ | 145/233 [00:37<00:21, 4.02it/s] 21/30 5.63G 0.9937 1.014 1.336 21 800: 63%|██████▎ | 146/233 [00:37<00:21, 4.03it/s] 21/30 5.63G 0.9919 1.012 1.335 18 800: 63%|██████▎ | 146/233 [00:37<00:21, 4.03it/s] 21/30 5.63G 0.9919 1.012 1.335 18 800: 63%|██████▎ | 147/233 [00:37<00:21, 3.97it/s] 21/30 5.63G 0.9907 1.011 1.334 21 800: 63%|██████▎ | 147/233 [00:37<00:21, 3.97it/s] 21/30 5.63G 0.9907 1.011 1.334 21 800: 64%|██████▎ | 148/233 [00:37<00:21, 4.01it/s] 21/30 5.63G 0.9901 1.011 1.332 21 800: 64%|██████▎ | 148/233 [00:37<00:21, 4.01it/s] 21/30 5.63G 0.9901 1.011 1.332 21 800: 64%|██████▍ | 149/233 [00:37<00:20, 4.03it/s] 21/30 5.63G 0.9878 1.011 1.331 17 800: 64%|██████▍ | 149/233 [00:38<00:20, 4.03it/s] 21/30 5.63G 0.9878 1.011 1.331 17 800: 64%|██████▍ | 150/233 [00:38<00:20, 4.04it/s] 21/30 5.63G 0.9881 1.01 1.332 19 800: 64%|██████▍ | 150/233 [00:38<00:20, 4.04it/s] 21/30 5.63G 0.9881 1.01 1.332 19 800: 65%|██████▍ | 151/233 [00:38<00:20, 3.98it/s] 21/30 5.63G 0.9875 1.009 1.332 20 800: 65%|██████▍ | 151/233 [00:38<00:20, 3.98it/s] 21/30 5.63G 0.9875 1.009 1.332 20 800: 65%|██████▌ | 152/233 [00:38<00:20, 4.01it/s] 21/30 5.63G 0.9873 1.01 1.332 25 800: 65%|██████▌ | 152/233 [00:38<00:20, 4.01it/s] 21/30 5.63G 0.9873 1.01 1.332 25 800: 66%|██████▌ | 153/233 [00:38<00:19, 4.02it/s] 21/30 5.63G 0.9872 1.011 1.332 25 800: 66%|██████▌ | 153/233 [00:39<00:19, 4.02it/s] 21/30 5.63G 0.9872 1.011 1.332 25 800: 66%|██████▌ | 154/233 [00:39<00:19, 4.05it/s] 21/30 5.63G 0.9863 1.01 1.33 18 800: 66%|██████▌ | 154/233 [00:39<00:19, 4.05it/s] 21/30 5.63G 0.9863 1.01 1.33 18 800: 67%|██████▋ | 155/233 [00:39<00:19, 3.97it/s] 21/30 5.63G 0.9867 1.011 1.329 21 800: 67%|██████▋ | 155/233 [00:39<00:19, 3.97it/s] 21/30 5.63G 0.9867 1.011 1.329 21 800: 67%|██████▋ | 156/233 [00:39<00:19, 3.99it/s] 21/30 5.63G 0.9884 1.012 1.33 26 800: 67%|██████▋ | 156/233 [00:39<00:19, 3.99it/s] 21/30 5.63G 0.9884 1.012 1.33 26 800: 67%|██████▋ | 157/233 [00:39<00:18, 4.03it/s] 21/30 5.63G 0.9881 1.01 1.329 18 800: 67%|██████▋ | 157/233 [00:40<00:18, 4.03it/s] 21/30 5.63G 0.9881 1.01 1.329 18 800: 68%|██████▊ | 158/233 [00:40<00:18, 4.05it/s] 21/30 5.63G 0.9877 1.012 1.329 21 800: 68%|██████▊ | 158/233 [00:40<00:18, 4.05it/s] 21/30 5.63G 0.9877 1.012 1.329 21 800: 68%|██████▊ | 159/233 [00:40<00:18, 3.97it/s] 21/30 5.63G 0.9876 1.014 1.328 26 800: 68%|██████▊ | 159/233 [00:40<00:18, 3.97it/s] 21/30 5.63G 0.9876 1.014 1.328 26 800: 69%|██████▊ | 160/233 [00:40<00:18, 4.00it/s] 21/30 5.63G 0.9882 1.016 1.328 26 800: 69%|██████▊ | 160/233 [00:40<00:18, 4.00it/s] 21/30 5.63G 0.9882 1.016 1.328 26 800: 69%|██████▉ | 161/233 [00:40<00:17, 4.02it/s] 21/30 5.63G 0.9869 1.014 1.326 16 800: 69%|██████▉ | 161/233 [00:41<00:17, 4.02it/s] 21/30 5.63G 0.9869 1.014 1.326 16 800: 70%|██████▉ | 162/233 [00:41<00:18, 3.94it/s] 21/30 5.63G 0.9864 1.013 1.327 20 800: 70%|██████▉ | 162/233 [00:41<00:18, 3.94it/s] 21/30 5.63G 0.9864 1.013 1.327 20 800: 70%|██████▉ | 163/233 [00:41<00:17, 3.90it/s] 21/30 5.63G 0.9855 1.011 1.327 19 800: 70%|██████▉ | 163/233 [00:41<00:17, 3.90it/s] 21/30 5.63G 0.9855 1.011 1.327 19 800: 70%|███████ | 164/233 [00:41<00:17, 3.96it/s] 21/30 5.63G 0.9845 1.011 1.327 19 800: 70%|███████ | 164/233 [00:42<00:17, 3.96it/s] 21/30 5.63G 0.9845 1.011 1.327 19 800: 71%|███████ | 165/233 [00:42<00:17, 3.98it/s] 21/30 5.63G 0.9832 1.008 1.325 18 800: 71%|███████ | 165/233 [00:42<00:17, 3.98it/s] 21/30 5.63G 0.9832 1.008 1.325 18 800: 71%|███████ | 166/233 [00:42<00:17, 3.92it/s] 21/30 5.63G 0.9836 1.009 1.326 23 800: 71%|███████ | 166/233 [00:42<00:17, 3.92it/s] 21/30 5.63G 0.9836 1.009 1.326 23 800: 72%|███████▏ | 167/233 [00:42<00:17, 3.79it/s] 21/30 5.63G 0.9821 1.007 1.324 17 800: 72%|███████▏ | 167/233 [00:42<00:17, 3.79it/s] 21/30 5.63G 0.9821 1.007 1.324 17 800: 72%|███████▏ | 168/233 [00:42<00:17, 3.81it/s] 21/30 5.63G 0.9815 1.006 1.323 17 800: 72%|███████▏ | 168/233 [00:43<00:17, 3.81it/s] 21/30 5.63G 0.9815 1.006 1.323 17 800: 73%|███████▎ | 169/233 [00:43<00:16, 3.88it/s] 21/30 5.63G 0.9823 1.006 1.324 24 800: 73%|███████▎ | 169/233 [00:43<00:16, 3.88it/s] 21/30 5.63G 0.9823 1.006 1.324 24 800: 73%|███████▎ | 170/233 [00:43<00:15, 3.94it/s] 21/30 5.63G 0.9808 1.003 1.323 17 800: 73%|███████▎ | 170/233 [00:43<00:15, 3.94it/s] 21/30 5.63G 0.9808 1.003 1.323 17 800: 73%|███████▎ | 171/233 [00:43<00:15, 3.88it/s] 21/30 5.63G 0.9794 1.002 1.322 18 800: 73%|███████▎ | 171/233 [00:43<00:15, 3.88it/s] 21/30 5.63G 0.9794 1.002 1.322 18 800: 74%|███████▍ | 172/233 [00:43<00:15, 3.94it/s] 21/30 5.63G 0.978 1 1.321 18 800: 74%|███████▍ | 172/233 [00:44<00:15, 3.94it/s] 21/30 5.63G 0.978 1 1.321 18 800: 74%|███████▍ | 173/233 [00:44<00:15, 3.97it/s] 21/30 5.63G 0.9788 1.002 1.321 30 800: 74%|███████▍ | 173/233 [00:44<00:15, 3.97it/s] 21/30 5.63G 0.9788 1.002 1.321 30 800: 75%|███████▍ | 174/233 [00:44<00:14, 3.99it/s] 21/30 5.63G 0.9783 1.002 1.321 22 800: 75%|███████▍ | 174/233 [00:44<00:14, 3.99it/s] 21/30 5.63G 0.9783 1.002 1.321 22 800: 75%|███████▌ | 175/233 [00:44<00:14, 3.93it/s] 21/30 5.63G 0.9774 0.9999 1.32 19 800: 75%|███████▌ | 175/233 [00:44<00:14, 3.93it/s] 21/30 5.63G 0.9774 0.9999 1.32 19 800: 76%|███████▌ | 176/233 [00:44<00:14, 3.97it/s] 21/30 5.63G 0.9779 1.002 1.32 21 800: 76%|███████▌ | 176/233 [00:45<00:14, 3.97it/s] 21/30 5.63G 0.9779 1.002 1.32 21 800: 76%|███████▌ | 177/233 [00:45<00:14, 3.98it/s] 21/30 5.63G 0.9781 1.002 1.32 22 800: 76%|███████▌ | 177/233 [00:45<00:14, 3.98it/s] 21/30 5.63G 0.9781 1.002 1.32 22 800: 76%|███████▋ | 178/233 [00:45<00:13, 4.01it/s] 21/30 5.63G 0.9779 1.002 1.319 18 800: 76%|███████▋ | 178/233 [00:45<00:13, 4.01it/s] 21/30 5.63G 0.9779 1.002 1.319 18 800: 77%|███████▋ | 179/233 [00:45<00:13, 3.94it/s] 21/30 5.63G 0.9766 1 1.318 19 800: 77%|███████▋ | 179/233 [00:45<00:13, 3.94it/s] 21/30 5.63G 0.9766 1 1.318 19 800: 77%|███████▋ | 180/233 [00:45<00:13, 3.98it/s] 21/30 5.63G 0.9775 1.001 1.318 26 800: 77%|███████▋ | 180/233 [00:46<00:13, 3.98it/s] 21/30 5.63G 0.9775 1.001 1.318 26 800: 78%|███████▊ | 181/233 [00:46<00:12, 4.00it/s] 21/30 5.63G 0.9778 1 1.319 21 800: 78%|███████▊ | 181/233 [00:46<00:12, 4.00it/s] 21/30 5.63G 0.9778 1 1.319 21 800: 78%|███████▊ | 182/233 [00:46<00:12, 4.01it/s] 21/30 5.63G 0.9766 1.002 1.319 18 800: 78%|███████▊ | 182/233 [00:46<00:12, 4.01it/s] 21/30 5.63G 0.9766 1.002 1.319 18 800: 79%|███████▊ | 183/233 [00:46<00:12, 3.94it/s] 21/30 5.63G 0.9763 1.003 1.318 21 800: 79%|███████▊ | 183/233 [00:46<00:12, 3.94it/s] 21/30 5.63G 0.9763 1.003 1.318 21 800: 79%|███████▉ | 184/233 [00:46<00:12, 3.94it/s] 21/30 5.63G 0.9749 1.002 1.317 19 800: 79%|███████▉ | 184/233 [00:47<00:12, 3.94it/s] 21/30 5.63G 0.9749 1.002 1.317 19 800: 79%|███████▉ | 185/233 [00:47<00:12, 3.86it/s] 21/30 5.63G 0.9747 1 1.317 19 800: 79%|███████▉ | 185/233 [00:47<00:12, 3.86it/s] 21/30 5.63G 0.9747 1 1.317 19 800: 80%|███████▉ | 186/233 [00:47<00:12, 3.86it/s] 21/30 5.63G 0.9736 0.9982 1.315 20 800: 80%|███████▉ | 186/233 [00:47<00:12, 3.86it/s] 21/30 5.63G 0.9736 0.9982 1.315 20 800: 80%|████████ | 187/233 [00:47<00:12, 3.83it/s] 21/30 5.63G 0.9734 0.9973 1.315 21 800: 80%|████████ | 187/233 [00:47<00:12, 3.83it/s] 21/30 5.63G 0.9734 0.9973 1.315 21 800: 81%|████████ | 188/233 [00:47<00:11, 3.89it/s] 21/30 5.63G 0.9738 0.9968 1.314 20 800: 81%|████████ | 188/233 [00:48<00:11, 3.89it/s] 21/30 5.63G 0.9738 0.9968 1.314 20 800: 81%|████████ | 189/233 [00:48<00:11, 3.89it/s] 21/30 5.63G 0.9732 0.9962 1.314 18 800: 81%|████████ | 189/233 [00:48<00:11, 3.89it/s] 21/30 5.63G 0.9732 0.9962 1.314 18 800: 82%|████████▏ | 190/233 [00:48<00:11, 3.86it/s] 21/30 5.63G 0.9734 0.9957 1.313 22 800: 82%|████████▏ | 190/233 [00:48<00:11, 3.86it/s] 21/30 5.63G 0.9734 0.9957 1.313 22 800: 82%|████████▏ | 191/233 [00:48<00:11, 3.65it/s] 21/30 5.63G 0.9726 0.9957 1.313 19 800: 82%|████████▏ | 191/233 [00:48<00:11, 3.65it/s] 21/30 5.63G 0.9726 0.9957 1.313 19 800: 82%|████████▏ | 192/233 [00:48<00:11, 3.68it/s] 21/30 5.63G 0.9716 0.9953 1.312 19 800: 82%|████████▏ | 192/233 [00:49<00:11, 3.68it/s] 21/30 5.63G 0.9716 0.9953 1.312 19 800: 83%|████████▎ | 193/233 [00:49<00:10, 3.75it/s] 21/30 5.63G 0.9701 0.9928 1.311 16 800: 83%|████████▎ | 193/233 [00:49<00:10, 3.75it/s] 21/30 5.63G 0.9701 0.9928 1.311 16 800: 83%|████████▎ | 194/233 [00:49<00:10, 3.80it/s] 21/30 5.63G 0.9699 0.9926 1.312 22 800: 83%|████████▎ | 194/233 [00:49<00:10, 3.80it/s] 21/30 5.63G 0.9699 0.9926 1.312 22 800: 84%|████████▎ | 195/233 [00:49<00:10, 3.80it/s] 21/30 5.63G 0.9705 0.9922 1.311 19 800: 84%|████████▎ | 195/233 [00:49<00:10, 3.80it/s] 21/30 5.63G 0.9705 0.9922 1.311 19 800: 84%|████████▍ | 196/233 [00:49<00:09, 3.88it/s] 21/30 5.63G 0.9706 0.9921 1.311 21 800: 84%|████████▍ | 196/233 [00:50<00:09, 3.88it/s] 21/30 5.63G 0.9706 0.9921 1.311 21 800: 85%|████████▍ | 197/233 [00:50<00:09, 3.93it/s] 21/30 5.63G 0.9693 0.9904 1.311 18 800: 85%|████████▍ | 197/233 [00:50<00:09, 3.93it/s] 21/30 5.63G 0.9693 0.9904 1.311 18 800: 85%|████████▍ | 198/233 [00:50<00:08, 3.95it/s] 21/30 5.63G 0.9692 0.9899 1.311 17 800: 85%|████████▍ | 198/233 [00:50<00:08, 3.95it/s] 21/30 5.63G 0.9692 0.9899 1.311 17 800: 85%|████████▌ | 199/233 [00:50<00:08, 3.88it/s] 21/30 5.63G 0.9696 0.9884 1.311 19 800: 85%|████████▌ | 199/233 [00:51<00:08, 3.88it/s] 21/30 5.63G 0.9696 0.9884 1.311 19 800: 86%|████████▌ | 200/233 [00:51<00:08, 3.93it/s] 21/30 5.63G 0.9698 0.9877 1.311 21 800: 86%|████████▌ | 200/233 [00:51<00:08, 3.93it/s] 21/30 5.63G 0.9698 0.9877 1.311 21 800: 86%|████████▋ | 201/233 [00:51<00:08, 3.96it/s] 21/30 5.63G 0.9704 0.9887 1.311 23 800: 86%|████████▋ | 201/233 [00:51<00:08, 3.96it/s] 21/30 5.63G 0.9704 0.9887 1.311 23 800: 87%|████████▋ | 202/233 [00:51<00:07, 3.98it/s] 21/30 5.63G 0.9704 0.9875 1.311 19 800: 87%|████████▋ | 202/233 [00:51<00:07, 3.98it/s] 21/30 5.63G 0.9704 0.9875 1.311 19 800: 87%|████████▋ | 203/233 [00:51<00:07, 3.95it/s] 21/30 5.63G 0.9701 0.9884 1.31 21 800: 87%|████████▋ | 203/233 [00:52<00:07, 3.95it/s] 21/30 5.63G 0.9701 0.9884 1.31 21 800: 88%|████████▊ | 204/233 [00:52<00:07, 3.99it/s] 21/30 5.63G 0.9723 0.9892 1.311 22 800: 88%|████████▊ | 204/233 [00:52<00:07, 3.99it/s] 21/30 5.63G 0.9723 0.9892 1.311 22 800: 88%|████████▊ | 205/233 [00:52<00:06, 4.02it/s] 21/30 5.63G 0.9725 0.9893 1.31 22 800: 88%|████████▊ | 205/233 [00:52<00:06, 4.02it/s] 21/30 5.63G 0.9725 0.9893 1.31 22 800: 88%|████████▊ | 206/233 [00:52<00:06, 4.03it/s] 21/30 5.63G 0.9716 0.9877 1.309 18 800: 88%|████████▊ | 206/233 [00:52<00:06, 4.03it/s] 21/30 5.63G 0.9716 0.9877 1.309 18 800: 89%|████████▉ | 207/233 [00:52<00:06, 3.97it/s] 21/30 5.63G 0.9727 0.988 1.31 24 800: 89%|████████▉ | 207/233 [00:53<00:06, 3.97it/s] 21/30 5.63G 0.9727 0.988 1.31 24 800: 89%|████████▉ | 208/233 [00:53<00:06, 4.00it/s] 21/30 5.63G 0.9732 0.988 1.31 23 800: 89%|████████▉ | 208/233 [00:53<00:06, 4.00it/s] 21/30 5.63G 0.9732 0.988 1.31 23 800: 90%|████████▉ | 209/233 [00:53<00:05, 4.01it/s] 21/30 5.63G 0.9721 0.9866 1.309 17 800: 90%|████████▉ | 209/233 [00:53<00:05, 4.01it/s] 21/30 5.63G 0.9721 0.9866 1.309 17 800: 90%|█████████ | 210/233 [00:53<00:05, 4.03it/s] 21/30 5.63G 0.9725 0.9869 1.31 23 800: 90%|█████████ | 210/233 [00:53<00:05, 4.03it/s] 21/30 5.63G 0.9725 0.9869 1.31 23 800: 91%|█████████ | 211/233 [00:53<00:05, 3.96it/s] 21/30 5.63G 0.9718 0.9859 1.309 21 800: 91%|█████████ | 211/233 [00:54<00:05, 3.96it/s] 21/30 5.63G 0.9718 0.9859 1.309 21 800: 91%|█████████ | 212/233 [00:54<00:05, 3.98it/s] 21/30 5.63G 0.9719 0.9854 1.309 18 800: 91%|█████████ | 212/233 [00:54<00:05, 3.98it/s] 21/30 5.63G 0.9719 0.9854 1.309 18 800: 91%|█████████▏| 213/233 [00:54<00:04, 4.01it/s] 21/30 5.63G 0.9709 0.9843 1.309 17 800: 91%|█████████▏| 213/233 [00:54<00:04, 4.01it/s] 21/30 5.63G 0.9709 0.9843 1.309 17 800: 92%|█████████▏| 214/233 [00:54<00:04, 4.02it/s] 21/30 5.63G 0.9706 0.9841 1.308 22 800: 92%|█████████▏| 214/233 [00:54<00:04, 4.02it/s] 21/30 5.63G 0.9706 0.9841 1.308 22 800: 92%|█████████▏| 215/233 [00:54<00:04, 3.92it/s] 21/30 5.63G 0.9689 0.9823 1.307 17 800: 92%|█████████▏| 215/233 [00:55<00:04, 3.92it/s] 21/30 5.63G 0.9689 0.9823 1.307 17 800: 93%|█████████▎| 216/233 [00:55<00:04, 3.97it/s] 21/30 5.63G 0.9688 0.9822 1.307 19 800: 93%|█████████▎| 216/233 [00:55<00:04, 3.97it/s] 21/30 5.63G 0.9688 0.9822 1.307 19 800: 93%|█████████▎| 217/233 [00:55<00:03, 4.01it/s] 21/30 5.63G 0.9693 0.9814 1.307 19 800: 93%|█████████▎| 217/233 [00:55<00:03, 4.01it/s] 21/30 5.63G 0.9693 0.9814 1.307 19 800: 94%|█████████▎| 218/233 [00:55<00:03, 4.02it/s] 21/30 5.63G 0.9697 0.9806 1.307 20 800: 94%|█████████▎| 218/233 [00:55<00:03, 4.02it/s] 21/30 5.63G 0.9697 0.9806 1.307 20 800: 94%|█████████▍| 219/233 [00:55<00:03, 3.95it/s] 21/30 5.63G 0.9688 0.9796 1.307 17 800: 94%|█████████▍| 219/233 [00:56<00:03, 3.95it/s] 21/30 5.63G 0.9688 0.9796 1.307 17 800: 94%|█████████▍| 220/233 [00:56<00:03, 4.00it/s] 21/30 5.63G 0.9696 0.9802 1.308 20 800: 94%|█████████▍| 220/233 [00:56<00:03, 4.00it/s] 21/30 5.63G 0.9696 0.9802 1.308 20 800: 95%|█████████▍| 221/233 [00:56<00:02, 4.02it/s] 21/30 5.63G 0.9718 0.9808 1.309 26 800: 95%|█████████▍| 221/233 [00:56<00:02, 4.02it/s] 21/30 5.63G 0.9718 0.9808 1.309 26 800: 95%|█████████▌| 222/233 [00:56<00:02, 4.04it/s] 21/30 5.63G 0.9719 0.9808 1.31 21 800: 95%|█████████▌| 222/233 [00:56<00:02, 4.04it/s] 21/30 5.63G 0.9719 0.9808 1.31 21 800: 96%|█████████▌| 223/233 [00:56<00:02, 3.95it/s] 21/30 5.63G 0.9708 0.9795 1.31 17 800: 96%|█████████▌| 223/233 [00:57<00:02, 3.95it/s] 21/30 5.63G 0.9708 0.9795 1.31 17 800: 96%|█████████▌| 224/233 [00:57<00:02, 4.00it/s] 21/30 5.63G 0.9714 0.9791 1.31 19 800: 96%|█████████▌| 224/233 [00:57<00:02, 4.00it/s] 21/30 5.63G 0.9714 0.9791 1.31 19 800: 97%|█████████▋| 225/233 [00:57<00:01, 4.02it/s] 21/30 5.63G 0.9708 0.9776 1.31 18 800: 97%|█████████▋| 225/233 [00:57<00:01, 4.02it/s] 21/30 5.63G 0.9708 0.9776 1.31 18 800: 97%|█████████▋| 226/233 [00:57<00:01, 4.03it/s] 21/30 5.63G 0.9703 0.9773 1.31 19 800: 97%|█████████▋| 226/233 [00:57<00:01, 4.03it/s] 21/30 5.63G 0.9703 0.9773 1.31 19 800: 97%|█████████▋| 227/233 [00:57<00:01, 3.93it/s] 21/30 5.63G 0.97 0.9763 1.31 17 800: 97%|█████████▋| 227/233 [00:58<00:01, 3.93it/s] 21/30 5.63G 0.97 0.9763 1.31 17 800: 98%|█████████▊| 228/233 [00:58<00:01, 3.90it/s] 21/30 5.63G 0.9699 0.9772 1.31 23 800: 98%|█████████▊| 228/233 [00:58<00:01, 3.90it/s] 21/30 5.63G 0.9699 0.9772 1.31 23 800: 98%|█████████▊| 229/233 [00:58<00:01, 3.87it/s] 21/30 5.63G 0.9702 0.977 1.309 18 800: 98%|█████████▊| 229/233 [00:58<00:01, 3.87it/s] 21/30 5.63G 0.9702 0.977 1.309 18 800: 99%|█████████▊| 230/233 [00:58<00:00, 3.93it/s] 21/30 5.63G 0.9696 0.9764 1.309 17 800: 99%|█████████▊| 230/233 [00:58<00:00, 3.93it/s] 21/30 5.63G 0.9696 0.9764 1.309 17 800: 99%|█████████▉| 231/233 [00:58<00:00, 3.90it/s] 21/30 5.63G 0.9704 0.9779 1.309 23 800: 99%|█████████▉| 231/233 [00:59<00:00, 3.90it/s] 21/30 5.63G 0.9704 0.9779 1.309 23 800: 100%|█████████▉| 232/233 [00:59<00:00, 3.95it/s] 21/30 6.23G 0.9722 0.9781 1.31 6 800: 100%|█████████▉| 232/233 [00:59<00:00, 3.95it/s] 21/30 6.23G 0.9722 0.9781 1.31 6 800: 100%|██████████| 233/233 [00:59<00:00, 3.94it/s] Class Images Instances Box(P R mAP50 mAP50-95): 0%| | 0/7 [00:00<?, ?it/s] Class Images Instances Box(P R mAP50 mAP50-95): 14%|█▍ | 1/7 [00:00<00:01, 4.51it/s] Class Images Instances Box(P R mAP50 mAP50-95): 29%|██▊ | 2/7 [00:00<00:01, 4.58it/s] Class Images Instances Box(P R mAP50 mAP50-95): 43%|████▎ | 3/7 [00:00<00:00, 4.62it/s] Class Images Instances Box(P R mAP50 mAP50-95): 57%|█████▋ | 4/7 [00:00<00:00, 4.59it/s] Class Images Instances Box(P R mAP50 mAP50-95): 71%|███████▏ | 5/7 [00:01<00:00, 4.33it/s] Class Images Instances Box(P R mAP50 mAP50-95): 86%|████████▌ | 6/7 [00:01<00:00, 4.36it/s] Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 7/7 [00:01<00:00, 4.94it/s] all 200 249 0.785 0.743 0.79 0.533 Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size 0%| | 0/233 [00:00<?, ?it/s] 22/30 5.62G 1.045 0.9685 1.41 23 800: 0%| | 0/233 [00:00<?, ?it/s] 22/30 5.62G 1.045 0.9685 1.41 23 800: 0%| | 1/233 [00:00<01:21, 2.86it/s] 22/30 5.64G 1.081 0.9601 1.401 22 800: 0%| | 1/233 [00:00<01:21, 2.86it/s] 22/30 5.64G 1.081 0.9601 1.401 22 800: 1%| | 2/233 [00:00<01:10, 3.27it/s] 22/30 5.64G 1.006 0.9881 1.347 20 800: 1%| | 2/233 [00:00<01:10, 3.27it/s] 22/30 5.64G 1.006 0.9881 1.347 20 800: 1%|▏ | 3/233 [00:00<01:04, 3.56it/s] 22/30 5.64G 0.98 0.9615 1.299 20 800: 1%|▏ | 3/233 [00:01<01:04, 3.56it/s] 22/30 5.64G 0.98 0.9615 1.299 20 800: 2%|▏ | 4/233 [00:01<01:02, 3.67it/s] 22/30 5.64G 0.931 0.9355 1.27 19 800: 2%|▏ | 4/233 [00:01<01:02, 3.67it/s] 22/30 5.64G 0.931 0.9355 1.27 19 800: 2%|▏ | 5/233 [00:01<01:02, 3.63it/s] 22/30 5.64G 0.913 0.8903 1.264 20 800: 2%|▏ | 5/233 [00:01<01:02, 3.63it/s] 22/30 5.64G 0.913 0.8903 1.264 20 800: 3%|▎ | 6/233 [00:01<01:01, 3.68it/s] 22/30 5.64G 0.9024 0.8873 1.279 18 800: 3%|▎ | 6/233 [00:01<01:01, 3.68it/s] 22/30 5.64G 0.9024 0.8873 1.279 18 800: 3%|▎ | 7/233 [00:01<01:00, 3.71it/s] 22/30 5.64G 0.9328 0.8902 1.28 19 800: 3%|▎ | 7/233 [00:02<01:00, 3.71it/s] 22/30 5.64G 0.9328 0.8902 1.28 19 800: 3%|▎ | 8/233 [00:02<01:00, 3.74it/s] 22/30 5.64G 0.9273 0.8902 1.29 19 800: 3%|▎ | 8/233 [00:02<01:00, 3.74it/s] 22/30 5.64G 0.9273 0.8902 1.29 19 800: 4%|▍ | 9/233 [00:02<00:59, 3.78it/s] 22/30 5.64G 0.9292 0.9049 1.294 21 800: 4%|▍ | 9/233 [00:02<00:59, 3.78it/s] 22/30 5.64G 0.9292 0.9049 1.294 21 800: 4%|▍ | 10/233 [00:02<00:59, 3.74it/s] 22/30 5.64G 0.9127 0.8843 1.291 20 800: 4%|▍ | 10/233 [00:03<00:59, 3.74it/s] 22/30 5.64G 0.9127 0.8843 1.291 20 800: 5%|▍ | 11/233 [00:03<00:58, 3.77it/s] 22/30 5.64G 0.9105 0.8932 1.292 16 800: 5%|▍ | 11/233 [00:03<00:58, 3.77it/s] 22/30 5.64G 0.9105 0.8932 1.292 16 800: 5%|▌ | 12/233 [00:03<00:57, 3.81it/s] 22/30 5.64G 0.936 0.899 1.316 21 800: 5%|▌ | 12/233 [00:03<00:57, 3.81it/s] 22/30 5.64G 0.936 0.899 1.316 21 800: 6%|▌ | 13/233 [00:03<00:57, 3.84it/s] 22/30 5.64G 0.9283 0.8954 1.309 19 800: 6%|▌ | 13/233 [00:03<00:57, 3.84it/s] 22/30 5.64G 0.9283 0.8954 1.309 19 800: 6%|▌ | 14/233 [00:03<00:59, 3.71it/s] 22/30 5.64G 0.9327 0.8926 1.302 19 800: 6%|▌ | 14/233 [00:04<00:59, 3.71it/s] 22/30 5.64G 0.9327 0.8926 1.302 19 800: 6%|▋ | 15/233 [00:04<00:57, 3.77it/s] 22/30 5.64G 0.9305 0.885 1.305 18 800: 6%|▋ | 15/233 [00:04<00:57, 3.77it/s] 22/30 5.64G 0.9305 0.885 1.305 18 800: 7%|▋ | 16/233 [00:04<00:56, 3.82it/s] 22/30 5.64G 0.9307 0.8808 1.305 19 800: 7%|▋ | 16/233 [00:04<00:56, 3.82it/s] 22/30 5.64G 0.9307 0.8808 1.305 19 800: 7%|▋ | 17/233 [00:04<00:56, 3.82it/s] 22/30 5.64G 0.9391 0.8955 1.311 26 800: 7%|▋ | 17/233 [00:04<00:56, 3.82it/s] 22/30 5.64G 0.9391 0.8955 1.311 26 800: 8%|▊ | 18/233 [00:04<01:01, 3.52it/s] 22/30 5.64G 0.9464 0.9013 1.326 24 800: 8%|▊ | 18/233 [00:05<01:01, 3.52it/s] 22/30 5.64G 0.9464 0.9013 1.326 24 800: 8%|▊ | 19/233 [00:05<01:00, 3.54it/s] 22/30 5.64G 0.9364 0.8955 1.32 19 800: 8%|▊ | 19/233 [00:05<01:00, 3.54it/s] 22/30 5.64G 0.9364 0.8955 1.32 19 800: 9%|▊ | 20/233 [00:05<00:59, 3.58it/s] 22/30 5.64G 0.9307 0.9015 1.312 20 800: 9%|▊ | 20/233 [00:05<00:59, 3.58it/s] 22/30 5.64G 0.9307 0.9015 1.312 20 800: 9%|▉ | 21/233 [00:05<00:57, 3.67it/s] 22/30 5.64G 0.9247 0.8913 1.309 17 800: 9%|▉ | 21/233 [00:05<00:57, 3.67it/s] 22/30 5.64G 0.9247 0.8913 1.309 17 800: 9%|▉ | 22/233 [00:05<00:57, 3.68it/s] 22/30 5.64G 0.9347 0.9253 1.317 32 800: 9%|▉ | 22/233 [00:06<00:57, 3.68it/s] 22/30 5.64G 0.9347 0.9253 1.317 32 800: 10%|▉ | 23/233 [00:06<00:55, 3.79it/s] 22/30 5.64G 0.9226 0.9122 1.304 17 800: 10%|▉ | 23/233 [00:06<00:55, 3.79it/s] 22/30 5.64G 0.9226 0.9122 1.304 17 800: 10%|█ | 24/233 [00:06<00:53, 3.88it/s] 22/30 5.64G 0.9217 0.9119 1.3 21 800: 10%|█ | 24/233 [00:06<00:53, 3.88it/s] 22/30 5.64G 0.9217 0.9119 1.3 21 800: 11%|█ | 25/233 [00:06<00:52, 3.93it/s] 22/30 5.64G 0.9382 0.9413 1.31 30 800: 11%|█ | 25/233 [00:06<00:52, 3.93it/s] 22/30 5.64G 0.9382 0.9413 1.31 30 800: 11%|█ | 26/233 [00:06<00:53, 3.91it/s] 22/30 5.64G 0.9338 0.933 1.308 20 800: 11%|█ | 26/233 [00:07<00:53, 3.91it/s] 22/30 5.64G 0.9338 0.933 1.308 20 800: 12%|█▏ | 27/233 [00:07<00:52, 3.94it/s] 22/30 5.64G 0.9352 0.9303 1.312 17 800: 12%|█▏ | 27/233 [00:07<00:52, 3.94it/s] 22/30 5.64G 0.9352 0.9303 1.312 17 800: 12%|█▏ | 28/233 [00:07<00:51, 3.99it/s] 22/30 5.64G 0.9396 0.9318 1.316 21 800: 12%|█▏ | 28/233 [00:07<00:51, 3.99it/s] 22/30 5.64G 0.9396 0.9318 1.316 21 800: 12%|█▏ | 29/233 [00:07<00:51, 3.99it/s] 22/30 5.64G 0.9479 0.9468 1.322 22 800: 12%|█▏ | 29/233 [00:07<00:51, 3.99it/s] 22/30 5.64G 0.9479 0.9468 1.322 22 800: 13%|█▎ | 30/233 [00:07<00:51, 3.94it/s] 22/30 5.64G 0.9537 0.9582 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800: 70%|██████▉ | 163/233 [00:42<00:18, 3.74it/s] 22/30 5.64G 0.9284 0.9338 1.288 25 800: 70%|██████▉ | 163/233 [00:42<00:18, 3.74it/s] 22/30 5.64G 0.9284 0.9338 1.288 25 800: 70%|███████ | 164/233 [00:42<00:18, 3.73it/s] 22/30 5.64G 0.9283 0.9324 1.288 23 800: 70%|███████ | 164/233 [00:42<00:18, 3.73it/s] 22/30 5.64G 0.9283 0.9324 1.288 23 800: 71%|███████ | 165/233 [00:42<00:18, 3.71it/s] 22/30 5.64G 0.9267 0.9305 1.286 19 800: 71%|███████ | 165/233 [00:42<00:18, 3.71it/s] 22/30 5.64G 0.9267 0.9305 1.286 19 800: 71%|███████ | 166/233 [00:42<00:18, 3.70it/s] 22/30 5.64G 0.9268 0.9303 1.287 20 800: 71%|███████ | 166/233 [00:43<00:18, 3.70it/s] 22/30 5.64G 0.9268 0.9303 1.287 20 800: 72%|███████▏ | 167/233 [00:43<00:17, 3.78it/s] 22/30 5.64G 0.9264 0.9289 1.286 19 800: 72%|███████▏ | 167/233 [00:43<00:17, 3.78it/s] 22/30 5.64G 0.9264 0.9289 1.286 19 800: 72%|███████▏ | 168/233 [00:43<00:16, 3.83it/s] 22/30 5.64G 0.9265 0.9274 1.286 18 800: 72%|███████▏ | 168/233 [00:43<00:16, 3.83it/s] 22/30 5.64G 0.9265 0.9274 1.286 18 800: 73%|███████▎ | 169/233 [00:43<00:16, 3.89it/s] 22/30 5.64G 0.9254 0.9265 1.285 19 800: 73%|███████▎ | 169/233 [00:43<00:16, 3.89it/s] 22/30 5.64G 0.9254 0.9265 1.285 19 800: 73%|███████▎ | 170/233 [00:43<00:16, 3.89it/s] 22/30 5.64G 0.9262 0.9279 1.284 31 800: 73%|███████▎ | 170/233 [00:44<00:16, 3.89it/s] 22/30 5.64G 0.9262 0.9279 1.284 31 800: 73%|███████▎ | 171/233 [00:44<00:15, 3.95it/s] 22/30 5.64G 0.9259 0.9283 1.284 24 800: 73%|███████▎ | 171/233 [00:44<00:15, 3.95it/s] 22/30 5.64G 0.9259 0.9283 1.284 24 800: 74%|███████▍ | 172/233 [00:44<00:15, 3.98it/s] 22/30 5.64G 0.9256 0.9289 1.284 20 800: 74%|███████▍ | 172/233 [00:44<00:15, 3.98it/s] 22/30 5.64G 0.9256 0.9289 1.284 20 800: 74%|███████▍ | 173/233 [00:44<00:15, 3.99it/s] 22/30 5.64G 0.9257 0.929 1.284 20 800: 74%|███████▍ | 173/233 [00:44<00:15, 3.99it/s] 22/30 5.64G 0.9257 0.929 1.284 20 800: 75%|███████▍ | 174/233 [00:44<00:14, 3.94it/s] 22/30 5.64G 0.926 0.93 1.284 20 800: 75%|███████▍ | 174/233 [00:45<00:14, 3.94it/s] 22/30 5.64G 0.926 0.93 1.284 20 800: 75%|███████▌ | 175/233 [00:45<00:14, 3.97it/s] 22/30 5.64G 0.9274 0.9313 1.285 20 800: 75%|███████▌ | 175/233 [00:45<00:14, 3.97it/s] 22/30 5.64G 0.9274 0.9313 1.285 20 800: 76%|███████▌ | 176/233 [00:45<00:14, 3.98it/s] 22/30 5.64G 0.9267 0.9305 1.285 19 800: 76%|███████▌ | 176/233 [00:45<00:14, 3.98it/s] 22/30 5.64G 0.9267 0.9305 1.285 19 800: 76%|███████▌ | 177/233 [00:45<00:14, 3.97it/s] 22/30 5.64G 0.9279 0.9322 1.286 24 800: 76%|███████▌ | 177/233 [00:45<00:14, 3.97it/s] 22/30 5.64G 0.9279 0.9322 1.286 24 800: 76%|███████▋ | 178/233 [00:45<00:14, 3.92it/s] 22/30 5.64G 0.9256 0.9299 1.285 17 800: 76%|███████▋ | 178/233 [00:46<00:14, 3.92it/s] 22/30 5.64G 0.9256 0.9299 1.285 17 800: 77%|███████▋ | 179/233 [00:46<00:13, 3.97it/s] 22/30 5.64G 0.9256 0.9294 1.285 19 800: 77%|███████▋ | 179/233 [00:46<00:13, 3.97it/s] 22/30 5.64G 0.9256 0.9294 1.285 19 800: 77%|███████▋ | 180/233 [00:46<00:13, 3.95it/s] 22/30 5.64G 0.9243 0.9284 1.284 17 800: 77%|███████▋ | 180/233 [00:46<00:13, 3.95it/s] 22/30 5.64G 0.9243 0.9284 1.284 17 800: 78%|███████▊ | 181/233 [00:46<00:13, 3.98it/s] 22/30 5.64G 0.9245 0.9278 1.284 20 800: 78%|███████▊ | 181/233 [00:46<00:13, 3.98it/s] 22/30 5.64G 0.9245 0.9278 1.284 20 800: 78%|███████▊ | 182/233 [00:46<00:13, 3.91it/s] 22/30 5.64G 0.9263 0.9308 1.286 24 800: 78%|███████▊ | 182/233 [00:47<00:13, 3.91it/s] 22/30 5.64G 0.9263 0.9308 1.286 24 800: 79%|███████▊ | 183/233 [00:47<00:12, 3.96it/s] 22/30 5.64G 0.927 0.9303 1.288 19 800: 79%|███████▊ | 183/233 [00:47<00:12, 3.96it/s] 22/30 5.64G 0.927 0.9303 1.288 19 800: 79%|███████▉ | 184/233 [00:47<00:12, 4.00it/s] 22/30 5.64G 0.9286 0.9313 1.289 23 800: 79%|███████▉ | 184/233 [00:47<00:12, 4.00it/s] 22/30 5.64G 0.9286 0.9313 1.289 23 800: 79%|███████▉ | 185/233 [00:47<00:11, 4.02it/s] 22/30 5.64G 0.9274 0.9302 1.289 17 800: 79%|███████▉ | 185/233 [00:47<00:11, 4.02it/s] 22/30 5.64G 0.9274 0.9302 1.289 17 800: 80%|███████▉ | 186/233 [00:47<00:11, 3.92it/s] 22/30 5.64G 0.9287 0.9309 1.291 19 800: 80%|███████▉ | 186/233 [00:48<00:11, 3.92it/s] 22/30 5.64G 0.9287 0.9309 1.291 19 800: 80%|████████ | 187/233 [00:48<00:11, 3.94it/s] 22/30 5.64G 0.9289 0.9307 1.29 20 800: 80%|████████ | 187/233 [00:48<00:11, 3.94it/s] 22/30 5.64G 0.9289 0.9307 1.29 20 800: 81%|████████ | 188/233 [00:48<00:11, 3.97it/s] 22/30 5.64G 0.929 0.9309 1.29 23 800: 81%|████████ | 188/233 [00:48<00:11, 3.97it/s] 22/30 5.64G 0.929 0.9309 1.29 23 800: 81%|████████ | 189/233 [00:48<00:11, 4.00it/s] 22/30 5.64G 0.929 0.9308 1.29 17 800: 81%|████████ | 189/233 [00:48<00:11, 4.00it/s] 22/30 5.64G 0.929 0.9308 1.29 17 800: 82%|████████▏ | 190/233 [00:48<00:11, 3.90it/s] 22/30 5.64G 0.9276 0.9288 1.288 16 800: 82%|████████▏ | 190/233 [00:49<00:11, 3.90it/s] 22/30 5.64G 0.9276 0.9288 1.288 16 800: 82%|████████▏ | 191/233 [00:49<00:10, 3.93it/s] 22/30 5.64G 0.9268 0.9276 1.288 17 800: 82%|████████▏ | 191/233 [00:49<00:10, 3.93it/s] 22/30 5.64G 0.9268 0.9276 1.288 17 800: 82%|████████▏ | 192/233 [00:49<00:10, 3.98it/s] 22/30 5.64G 0.9272 0.9282 1.287 21 800: 82%|████████▏ | 192/233 [00:49<00:10, 3.98it/s] 22/30 5.64G 0.9272 0.9282 1.287 21 800: 83%|████████▎ | 193/233 [00:49<00:09, 4.01it/s] 22/30 5.64G 0.9272 0.9281 1.288 20 800: 83%|████████▎ | 193/233 [00:49<00:09, 4.01it/s] 22/30 5.64G 0.9272 0.9281 1.288 20 800: 83%|████████▎ | 194/233 [00:49<00:10, 3.90it/s] 22/30 5.64G 0.9281 0.9289 1.288 27 800: 83%|████████▎ | 194/233 [00:50<00:10, 3.90it/s] 22/30 5.64G 0.9281 0.9289 1.288 27 800: 84%|████████▎ | 195/233 [00:50<00:09, 3.94it/s] 22/30 5.64G 0.9285 0.9288 1.288 19 800: 84%|████████▎ | 195/233 [00:50<00:09, 3.94it/s] 22/30 5.64G 0.9285 0.9288 1.288 19 800: 84%|████████▍ | 196/233 [00:50<00:09, 3.96it/s] 22/30 5.64G 0.929 0.9306 1.288 25 800: 84%|████████▍ | 196/233 [00:50<00:09, 3.96it/s] 22/30 5.64G 0.929 0.9306 1.288 25 800: 85%|████████▍ | 197/233 [00:50<00:09, 3.99it/s] 22/30 5.64G 0.9294 0.9304 1.289 18 800: 85%|████████▍ | 197/233 [00:50<00:09, 3.99it/s] 22/30 5.64G 0.9294 0.9304 1.289 18 800: 85%|████████▍ | 198/233 [00:50<00:08, 3.91it/s] 22/30 5.64G 0.9289 0.9291 1.289 18 800: 85%|████████▍ | 198/233 [00:51<00:08, 3.91it/s] 22/30 5.64G 0.9289 0.9291 1.289 18 800: 85%|████████▌ | 199/233 [00:51<00:08, 3.93it/s] 22/30 5.64G 0.9295 0.9299 1.289 22 800: 85%|████████▌ | 199/233 [00:51<00:08, 3.93it/s] 22/30 5.64G 0.9295 0.9299 1.289 22 800: 86%|████████▌ | 200/233 [00:51<00:08, 3.96it/s] 22/30 5.64G 0.9293 0.9311 1.289 20 800: 86%|████████▌ | 200/233 [00:51<00:08, 3.96it/s] 22/30 5.64G 0.9293 0.9311 1.289 20 800: 86%|████████▋ | 201/233 [00:51<00:08, 3.95it/s] 22/30 5.64G 0.9283 0.9293 1.289 16 800: 86%|████████▋ | 201/233 [00:51<00:08, 3.95it/s] 22/30 5.64G 0.9283 0.9293 1.289 16 800: 87%|████████▋ | 202/233 [00:51<00:08, 3.78it/s] 22/30 5.64G 0.9277 0.929 1.288 19 800: 87%|████████▋ | 202/233 [00:52<00:08, 3.78it/s] 22/30 5.64G 0.9277 0.929 1.288 19 800: 87%|████████▋ | 203/233 [00:52<00:07, 3.78it/s] 22/30 5.64G 0.9281 0.9286 1.288 21 800: 87%|████████▋ | 203/233 [00:52<00:07, 3.78it/s] 22/30 5.64G 0.9281 0.9286 1.288 21 800: 88%|████████▊ | 204/233 [00:52<00:07, 3.79it/s] 22/30 5.64G 0.9267 0.9269 1.287 18 800: 88%|████████▊ | 204/233 [00:52<00:07, 3.79it/s] 22/30 5.64G 0.9267 0.9269 1.287 18 800: 88%|████████▊ | 205/233 [00:52<00:07, 3.81it/s] 22/30 5.64G 0.9261 0.9261 1.287 20 800: 88%|████████▊ | 205/233 [00:53<00:07, 3.81it/s] 22/30 5.64G 0.9261 0.9261 1.287 20 800: 88%|████████▊ | 206/233 [00:53<00:07, 3.75it/s] 22/30 5.64G 0.9275 0.9303 1.288 28 800: 88%|████████▊ | 206/233 [00:53<00:07, 3.75it/s] 22/30 5.64G 0.9275 0.9303 1.288 28 800: 89%|████████▉ | 207/233 [00:53<00:06, 3.75it/s] 22/30 5.64G 0.9279 0.9303 1.288 21 800: 89%|████████▉ | 207/233 [00:53<00:06, 3.75it/s] 22/30 5.64G 0.9279 0.9303 1.288 21 800: 89%|████████▉ | 208/233 [00:53<00:06, 3.78it/s] 22/30 5.64G 0.9276 0.9305 1.287 19 800: 89%|████████▉ | 208/233 [00:53<00:06, 3.78it/s] 22/30 5.64G 0.9276 0.9305 1.287 19 800: 90%|████████▉ | 209/233 [00:53<00:06, 3.84it/s] 22/30 5.64G 0.9279 0.9314 1.288 22 800: 90%|████████▉ | 209/233 [00:54<00:06, 3.84it/s] 22/30 5.64G 0.9279 0.9314 1.288 22 800: 90%|█████████ | 210/233 [00:54<00:06, 3.80it/s] 22/30 5.64G 0.9274 0.9325 1.288 20 800: 90%|█████████ | 210/233 [00:54<00:06, 3.80it/s] 22/30 5.64G 0.9274 0.9325 1.288 20 800: 91%|█████████ | 211/233 [00:54<00:05, 3.88it/s] 22/30 5.64G 0.9271 0.9314 1.287 20 800: 91%|█████████ | 211/233 [00:54<00:05, 3.88it/s] 22/30 5.64G 0.9271 0.9314 1.287 20 800: 91%|█████████ | 212/233 [00:54<00:05, 3.92it/s] 22/30 5.64G 0.9261 0.9303 1.287 16 800: 91%|█████████ | 212/233 [00:54<00:05, 3.92it/s] 22/30 5.64G 0.9261 0.9303 1.287 16 800: 91%|█████████▏| 213/233 [00:54<00:05, 3.97it/s] 22/30 5.64G 0.9263 0.9305 1.287 20 800: 91%|█████████▏| 213/233 [00:55<00:05, 3.97it/s] 22/30 5.64G 0.9263 0.9305 1.287 20 800: 92%|█████████▏| 214/233 [00:55<00:04, 3.92it/s] 22/30 5.64G 0.9274 0.9316 1.288 24 800: 92%|█████████▏| 214/233 [00:55<00:04, 3.92it/s] 22/30 5.64G 0.9274 0.9316 1.288 24 800: 92%|█████████▏| 215/233 [00:55<00:04, 3.95it/s] 22/30 5.64G 0.9266 0.9302 1.287 17 800: 92%|█████████▏| 215/233 [00:55<00:04, 3.95it/s] 22/30 5.64G 0.9266 0.9302 1.287 17 800: 93%|█████████▎| 216/233 [00:55<00:04, 3.98it/s] 22/30 5.64G 0.9277 0.9309 1.288 24 800: 93%|█████████▎| 216/233 [00:55<00:04, 3.98it/s] 22/30 5.64G 0.9277 0.9309 1.288 24 800: 93%|█████████▎| 217/233 [00:55<00:04, 4.00it/s] 22/30 5.64G 0.9276 0.9317 1.289 19 800: 93%|█████████▎| 217/233 [00:56<00:04, 4.00it/s] 22/30 5.64G 0.9276 0.9317 1.289 19 800: 94%|█████████▎| 218/233 [00:56<00:03, 3.94it/s] 22/30 5.64G 0.9269 0.9316 1.288 19 800: 94%|█████████▎| 218/233 [00:56<00:03, 3.94it/s] 22/30 5.64G 0.9269 0.9316 1.288 19 800: 94%|█████████▍| 219/233 [00:56<00:03, 3.97it/s] 22/30 5.64G 0.9269 0.9319 1.288 18 800: 94%|█████████▍| 219/233 [00:56<00:03, 3.97it/s] 22/30 5.64G 0.9269 0.9319 1.288 18 800: 94%|█████████▍| 220/233 [00:56<00:03, 3.98it/s] 22/30 5.64G 0.9269 0.9314 1.287 20 800: 94%|█████████▍| 220/233 [00:56<00:03, 3.98it/s] 22/30 5.64G 0.9269 0.9314 1.287 20 800: 95%|█████████▍| 221/233 [00:56<00:02, 4.01it/s] 22/30 5.64G 0.9271 0.931 1.288 18 800: 95%|█████████▍| 221/233 [00:57<00:02, 4.01it/s] 22/30 5.64G 0.9271 0.931 1.288 18 800: 95%|█████████▌| 222/233 [00:57<00:02, 3.95it/s] 22/30 5.64G 0.9273 0.9328 1.288 27 800: 95%|█████████▌| 222/233 [00:57<00:02, 3.95it/s] 22/30 5.64G 0.9273 0.9328 1.288 27 800: 96%|█████████▌| 223/233 [00:57<00:02, 3.98it/s] 22/30 5.64G 0.9279 0.9329 1.288 20 800: 96%|█████████▌| 223/233 [00:57<00:02, 3.98it/s] 22/30 5.64G 0.9279 0.9329 1.288 20 800: 96%|█████████▌| 224/233 [00:57<00:02, 4.00it/s] 22/30 5.64G 0.9292 0.9349 1.289 33 800: 96%|█████████▌| 224/233 [00:57<00:02, 4.00it/s] 22/30 5.64G 0.9292 0.9349 1.289 33 800: 97%|█████████▋| 225/233 [00:57<00:02, 3.99it/s] 22/30 5.64G 0.9285 0.9344 1.288 18 800: 97%|█████████▋| 225/233 [00:58<00:02, 3.99it/s] 22/30 5.64G 0.9285 0.9344 1.288 18 800: 97%|█████████▋| 226/233 [00:58<00:01, 3.92it/s] 22/30 5.64G 0.9275 0.9346 1.288 16 800: 97%|█████████▋| 226/233 [00:58<00:01, 3.92it/s] 22/30 5.64G 0.9275 0.9346 1.288 16 800: 97%|█████████▋| 227/233 [00:58<00:01, 3.96it/s] 22/30 5.64G 0.9273 0.936 1.288 18 800: 97%|█████████▋| 227/233 [00:58<00:01, 3.96it/s] 22/30 5.64G 0.9273 0.936 1.288 18 800: 98%|█████████▊| 228/233 [00:58<00:01, 3.98it/s] 22/30 5.64G 0.9272 0.9353 1.287 16 800: 98%|█████████▊| 228/233 [00:58<00:01, 3.98it/s] 22/30 5.64G 0.9272 0.9353 1.287 16 800: 98%|█████████▊| 229/233 [00:58<00:00, 4.01it/s] 22/30 5.64G 0.9271 0.9352 1.287 21 800: 98%|█████████▊| 229/233 [00:59<00:00, 4.01it/s] 22/30 5.64G 0.9271 0.9352 1.287 21 800: 99%|█████████▊| 230/233 [00:59<00:00, 3.94it/s] 22/30 5.64G 0.9273 0.9355 1.288 22 800: 99%|█████████▊| 230/233 [00:59<00:00, 3.94it/s] 22/30 5.64G 0.9273 0.9355 1.288 22 800: 99%|█████████▉| 231/233 [00:59<00:00, 3.97it/s] 22/30 5.64G 0.927 0.9347 1.288 18 800: 99%|█████████▉| 231/233 [00:59<00:00, 3.97it/s] 22/30 5.64G 0.927 0.9347 1.288 18 800: 100%|█████████▉| 232/233 [00:59<00:00, 4.00it/s] 22/30 6.24G 0.9265 0.9354 1.287 6 800: 100%|█████████▉| 232/233 [00:59<00:00, 4.00it/s] 22/30 6.24G 0.9265 0.9354 1.287 6 800: 100%|██████████| 233/233 [00:59<00:00, 3.91it/s] Class Images Instances Box(P R mAP50 mAP50-95): 0%| | 0/7 [00:00<?, ?it/s] Class Images Instances Box(P R mAP50 mAP50-95): 14%|█▍ | 1/7 [00:00<00:01, 4.62it/s] Class Images Instances Box(P R mAP50 mAP50-95): 29%|██▊ | 2/7 [00:00<00:01, 4.82it/s] Class Images Instances Box(P R mAP50 mAP50-95): 43%|████▎ | 3/7 [00:00<00:00, 4.84it/s] Class Images Instances Box(P R mAP50 mAP50-95): 57%|█████▋ | 4/7 [00:00<00:00, 4.76it/s] Class Images Instances Box(P R mAP50 mAP50-95): 71%|███████▏ | 5/7 [00:01<00:00, 4.75it/s] Class Images Instances Box(P R mAP50 mAP50-95): 86%|████████▌ | 6/7 [00:01<00:00, 4.80it/s] Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 7/7 [00:01<00:00, 5.31it/s] all 200 249 0.786 0.739 0.772 0.544 Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size 0%| | 0/233 [00:00<?, ?it/s] 23/30 5.64G 0.9604 0.8176 1.106 19 800: 0%| | 0/233 [00:00<?, ?it/s] 23/30 5.64G 0.9604 0.8176 1.106 19 800: 0%| | 1/233 [00:00<01:10, 3.29it/s] 23/30 5.64G 0.9223 0.7862 1.127 21 800: 0%| | 1/233 [00:00<01:10, 3.29it/s] 23/30 5.64G 0.9223 0.7862 1.127 21 800: 1%| | 2/233 [00:00<01:02, 3.72it/s] 23/30 5.64G 1.007 0.8876 1.201 27 800: 1%| | 2/233 [00:00<01:02, 3.72it/s] 23/30 5.64G 1.007 0.8876 1.201 27 800: 1%|▏ | 3/233 [00:00<00:59, 3.86it/s] 23/30 5.64G 1.014 0.9414 1.226 23 800: 1%|▏ | 3/233 [00:01<00:59, 3.86it/s] 23/30 5.64G 1.014 0.9414 1.226 23 800: 2%|▏ | 4/233 [00:01<00:58, 3.91it/s] 23/30 5.64G 0.9439 0.886 1.184 18 800: 2%|▏ | 4/233 [00:01<00:58, 3.91it/s] 23/30 5.64G 0.9439 0.886 1.184 18 800: 2%|▏ | 5/233 [00:01<00:58, 3.88it/s] 23/30 5.64G 0.9228 0.8789 1.183 20 800: 2%|▏ | 5/233 [00:01<00:58, 3.88it/s] 23/30 5.64G 0.9228 0.8789 1.183 20 800: 3%|▎ | 6/233 [00:01<00:57, 3.94it/s] 23/30 5.64G 0.9167 0.8981 1.197 19 800: 3%|▎ | 6/233 [00:01<00:57, 3.94it/s] 23/30 5.64G 0.9167 0.8981 1.197 19 800: 3%|▎ | 7/233 [00:01<00:56, 3.97it/s] 23/30 5.64G 0.9257 0.9127 1.198 23 800: 3%|▎ | 7/233 [00:02<00:56, 3.97it/s] 23/30 5.64G 0.9257 0.9127 1.198 23 800: 3%|▎ | 8/233 [00:02<00:56, 4.00it/s] 23/30 5.64G 0.922 0.9164 1.201 19 800: 3%|▎ | 8/233 [00:02<00:56, 4.00it/s] 23/30 5.64G 0.922 0.9164 1.201 19 800: 4%|▍ | 9/233 [00:02<00:57, 3.92it/s] 23/30 5.64G 0.9161 0.9115 1.208 18 800: 4%|▍ | 9/233 [00:02<00:57, 3.92it/s] 23/30 5.64G 0.9161 0.9115 1.208 18 800: 4%|▍ | 10/233 [00:02<00:56, 3.97it/s] 23/30 5.64G 0.9228 0.9073 1.216 21 800: 4%|▍ | 10/233 [00:02<00:56, 3.97it/s] 23/30 5.64G 0.9228 0.9073 1.216 21 800: 5%|▍ | 11/233 [00:02<00:55, 3.98it/s] 23/30 5.64G 0.9215 0.9211 1.231 23 800: 5%|▍ | 11/233 [00:03<00:55, 3.98it/s] 23/30 5.64G 0.9215 0.9211 1.231 23 800: 5%|▌ | 12/233 [00:03<00:55, 4.01it/s] 23/30 5.64G 0.92 0.9065 1.242 18 800: 5%|▌ | 12/233 [00:03<00:55, 4.01it/s] 23/30 5.64G 0.92 0.9065 1.242 18 800: 6%|▌ | 13/233 [00:03<00:56, 3.88it/s] 23/30 5.64G 0.9151 0.899 1.24 19 800: 6%|▌ | 13/233 [00:03<00:56, 3.88it/s] 23/30 5.64G 0.9151 0.899 1.24 19 800: 6%|▌ | 14/233 [00:03<00:55, 3.94it/s] 23/30 5.64G 0.9211 0.8967 1.242 21 800: 6%|▌ | 14/233 [00:03<00:55, 3.94it/s] 23/30 5.64G 0.9211 0.8967 1.242 21 800: 6%|▋ | 15/233 [00:03<00:55, 3.95it/s] 23/30 5.64G 0.9184 0.8934 1.251 20 800: 6%|▋ | 15/233 [00:04<00:55, 3.95it/s] 23/30 5.64G 0.9184 0.8934 1.251 20 800: 7%|▋ | 16/233 [00:04<00:54, 3.99it/s] 23/30 5.64G 0.9367 0.9428 1.26 26 800: 7%|▋ | 16/233 [00:04<00:54, 3.99it/s] 23/30 5.64G 0.9367 0.9428 1.26 26 800: 7%|▋ | 17/233 [00:04<00:55, 3.89it/s] 23/30 5.64G 0.9361 0.9375 1.259 23 800: 7%|▋ | 17/233 [00:04<00:55, 3.89it/s] 23/30 5.64G 0.9361 0.9375 1.259 23 800: 8%|▊ | 18/233 [00:04<00:54, 3.92it/s] 23/30 5.64G 0.9285 0.9249 1.258 21 800: 8%|▊ | 18/233 [00:04<00:54, 3.92it/s] 23/30 5.64G 0.9285 0.9249 1.258 21 800: 8%|▊ | 19/233 [00:04<00:54, 3.95it/s] 23/30 5.64G 0.9323 0.9436 1.256 21 800: 8%|▊ | 19/233 [00:05<00:54, 3.95it/s] 23/30 5.64G 0.9323 0.9436 1.256 21 800: 9%|▊ | 20/233 [00:05<00:53, 4.00it/s] 23/30 5.64G 0.9306 0.9357 1.255 21 800: 9%|▊ | 20/233 [00:05<00:53, 4.00it/s] 23/30 5.64G 0.9306 0.9357 1.255 21 800: 9%|▉ | 21/233 [00:05<00:54, 3.92it/s] 23/30 5.64G 0.9185 0.9285 1.25 17 800: 9%|▉ | 21/233 [00:05<00:54, 3.92it/s] 23/30 5.64G 0.9185 0.9285 1.25 17 800: 9%|▉ | 22/233 [00:05<00:53, 3.97it/s] 23/30 5.64G 0.9054 0.912 1.242 17 800: 9%|▉ | 22/233 [00:05<00:53, 3.97it/s] 23/30 5.64G 0.9054 0.912 1.242 17 800: 10%|▉ | 23/233 [00:05<00:52, 3.98it/s] 23/30 5.64G 0.8995 0.9095 1.242 21 800: 10%|▉ | 23/233 [00:06<00:52, 3.98it/s] 23/30 5.64G 0.8995 0.9095 1.242 21 800: 10%|█ | 24/233 [00:06<00:53, 3.89it/s] 23/30 5.64G 0.8954 0.9025 1.236 17 800: 10%|█ | 24/233 [00:06<00:53, 3.89it/s] 23/30 5.64G 0.8954 0.9025 1.236 17 800: 11%|█ | 25/233 [00:06<00:54, 3.84it/s] 23/30 5.64G 0.896 0.9 1.239 25 800: 11%|█ | 25/233 [00:06<00:54, 3.84it/s] 23/30 5.64G 0.896 0.9 1.239 25 800: 11%|█ | 26/233 [00:06<00:54, 3.82it/s] 23/30 5.64G 0.892 0.9018 1.234 25 800: 11%|█ | 26/233 [00:06<00:54, 3.82it/s] 23/30 5.64G 0.892 0.9018 1.234 25 800: 12%|█▏ | 27/233 [00:06<00:54, 3.80it/s] 23/30 5.64G 0.9004 0.9047 1.237 20 800: 12%|█▏ | 27/233 [00:07<00:54, 3.80it/s] 23/30 5.64G 0.9004 0.9047 1.237 20 800: 12%|█▏ | 28/233 [00:07<00:54, 3.80it/s] 23/30 5.64G 0.9077 0.9188 1.235 33 800: 12%|█▏ | 28/233 [00:07<00:54, 3.80it/s] 23/30 5.64G 0.9077 0.9188 1.235 33 800: 12%|█▏ | 29/233 [00:07<00:53, 3.80it/s] 23/30 5.64G 0.9132 0.9308 1.239 25 800: 12%|█▏ | 29/233 [00:07<00:53, 3.80it/s] 23/30 5.64G 0.9132 0.9308 1.239 25 800: 13%|█▎ | 30/233 [00:07<00:52, 3.89it/s] 23/30 5.64G 0.9128 0.9315 1.242 20 800: 13%|█▎ | 30/233 [00:07<00:52, 3.89it/s] 23/30 5.64G 0.9128 0.9315 1.242 20 800: 13%|█▎ | 31/233 [00:07<00:51, 3.93it/s] 23/30 5.64G 0.9103 0.932 1.244 19 800: 13%|█▎ | 31/233 [00:08<00:51, 3.93it/s] 23/30 5.64G 0.9103 0.932 1.244 19 800: 14%|█▎ | 32/233 [00:08<00:50, 3.98it/s] 23/30 5.64G 0.9048 0.9287 1.238 17 800: 14%|█▎ | 32/233 [00:08<00:50, 3.98it/s] 23/30 5.64G 0.9048 0.9287 1.238 17 800: 14%|█▍ | 33/233 [00:08<00:50, 3.93it/s] 23/30 5.64G 0.9065 0.9321 1.242 21 800: 14%|█▍ | 33/233 [00:08<00:50, 3.93it/s] 23/30 5.64G 0.9065 0.9321 1.242 21 800: 15%|█▍ | 34/233 [00:08<00:50, 3.95it/s] 23/30 5.64G 0.8979 0.9247 1.24 16 800: 15%|█▍ | 34/233 [00:08<00:50, 3.95it/s] 23/30 5.64G 0.8979 0.9247 1.24 16 800: 15%|█▌ | 35/233 [00:08<00:51, 3.86it/s] 23/30 5.64G 0.899 0.9267 1.24 21 800: 15%|█▌ | 35/233 [00:09<00:51, 3.86it/s] 23/30 5.64G 0.899 0.9267 1.24 21 800: 15%|█▌ | 36/233 [00:09<00:51, 3.84it/s] 23/30 5.64G 0.8961 0.9259 1.237 20 800: 15%|█▌ | 36/233 [00:09<00:51, 3.84it/s] 23/30 5.64G 0.8961 0.9259 1.237 20 800: 16%|█▌ | 37/233 [00:09<00:52, 3.74it/s] 23/30 5.64G 0.895 0.9215 1.237 20 800: 16%|█▌ | 37/233 [00:09<00:52, 3.74it/s] 23/30 5.64G 0.895 0.9215 1.237 20 800: 16%|█▋ | 38/233 [00:09<00:51, 3.80it/s] 23/30 5.64G 0.9 0.925 1.237 21 800: 16%|█▋ | 38/233 [00:10<00:51, 3.80it/s] 23/30 5.64G 0.9 0.925 1.237 21 800: 17%|█▋ | 39/233 [00:10<00:50, 3.87it/s] 23/30 5.64G 0.9033 0.9236 1.239 22 800: 17%|█▋ | 39/233 [00:10<00:50, 3.87it/s] 23/30 5.64G 0.9033 0.9236 1.239 22 800: 17%|█▋ | 40/233 [00:10<00:50, 3.80it/s] 23/30 5.64G 0.9011 0.9194 1.236 19 800: 17%|█▋ | 40/233 [00:10<00:50, 3.80it/s] 23/30 5.64G 0.9011 0.9194 1.236 19 800: 18%|█▊ | 41/233 [00:10<00:51, 3.72it/s] 23/30 5.64G 0.8988 0.9123 1.231 18 800: 18%|█▊ | 41/233 [00:10<00:51, 3.72it/s] 23/30 5.64G 0.8988 0.9123 1.231 18 800: 18%|█▊ | 42/233 [00:10<00:50, 3.81it/s] 23/30 5.64G 0.8954 0.9061 1.228 18 800: 18%|█▊ | 42/233 [00:11<00:50, 3.81it/s] 23/30 5.64G 0.8954 0.9061 1.228 18 800: 18%|█▊ | 43/233 [00:11<00:49, 3.87it/s] 23/30 5.64G 0.8947 0.9042 1.229 18 800: 18%|█▊ | 43/233 [00:11<00:49, 3.87it/s] 23/30 5.64G 0.8947 0.9042 1.229 18 800: 19%|█▉ | 44/233 [00:11<00:48, 3.87it/s] 23/30 5.64G 0.9014 0.9017 1.237 20 800: 19%|█▉ | 44/233 [00:11<00:48, 3.87it/s] 23/30 5.64G 0.9014 0.9017 1.237 20 800: 19%|█▉ | 45/233 [00:11<00:49, 3.76it/s] 23/30 5.64G 0.9056 0.9015 1.239 20 800: 19%|█▉ | 45/233 [00:11<00:49, 3.76it/s] 23/30 5.64G 0.9056 0.9015 1.239 20 800: 20%|█▉ | 46/233 [00:11<00:48, 3.83it/s] 23/30 5.64G 0.9035 0.9013 1.237 19 800: 20%|█▉ | 46/233 [00:12<00:48, 3.83it/s] 23/30 5.64G 0.9035 0.9013 1.237 19 800: 20%|██ | 47/233 [00:12<00:48, 3.86it/s] 23/30 5.64G 0.903 0.8989 1.234 19 800: 20%|██ | 47/233 [00:12<00:48, 3.86it/s] 23/30 5.64G 0.903 0.8989 1.234 19 800: 21%|██ | 48/233 [00:12<00:47, 3.90it/s] 23/30 5.64G 0.9015 0.896 1.231 22 800: 21%|██ | 48/233 [00:12<00:47, 3.90it/s] 23/30 5.64G 0.9015 0.896 1.231 22 800: 21%|██ | 49/233 [00:12<00:47, 3.84it/s] 23/30 5.64G 0.9005 0.8948 1.232 20 800: 21%|██ | 49/233 [00:12<00:47, 3.84it/s] 23/30 5.64G 0.9005 0.8948 1.232 20 800: 21%|██▏ | 50/233 [00:12<00:47, 3.83it/s] 23/30 5.64G 0.9006 0.8932 1.231 22 800: 21%|██▏ | 50/233 [00:13<00:47, 3.83it/s] 23/30 5.64G 0.9006 0.8932 1.231 22 800: 22%|██▏ | 51/233 [00:13<00:46, 3.90it/s] 23/30 5.64G 0.902 0.899 1.234 24 800: 22%|██▏ | 51/233 [00:13<00:46, 3.90it/s] 23/30 5.64G 0.902 0.899 1.234 24 800: 22%|██▏ | 52/233 [00:13<00:45, 3.94it/s] 23/30 5.64G 0.8952 0.8921 1.23 18 800: 22%|██▏ | 52/233 [00:13<00:45, 3.94it/s] 23/30 5.64G 0.8952 0.8921 1.23 18 800: 23%|██▎ | 53/233 [00:13<00:46, 3.90it/s] 23/30 5.64G 0.8954 0.8963 1.23 22 800: 23%|██▎ | 53/233 [00:13<00:46, 3.90it/s] 23/30 5.64G 0.8954 0.8963 1.23 22 800: 23%|██▎ | 54/233 [00:13<00:45, 3.95it/s] 23/30 5.64G 0.8947 0.8923 1.228 18 800: 23%|██▎ | 54/233 [00:14<00:45, 3.95it/s] 23/30 5.64G 0.8947 0.8923 1.228 18 800: 24%|██▎ | 55/233 [00:14<00:44, 3.99it/s] 23/30 5.64G 0.8952 0.8891 1.23 20 800: 24%|██▎ | 55/233 [00:14<00:44, 3.99it/s] 23/30 5.64G 0.8952 0.8891 1.23 20 800: 24%|██▍ | 56/233 [00:14<00:44, 4.01it/s] 23/30 5.64G 0.8914 0.8861 1.228 18 800: 24%|██▍ | 56/233 [00:14<00:44, 4.01it/s] 23/30 5.64G 0.8914 0.8861 1.228 18 800: 24%|██▍ | 57/233 [00:14<00:45, 3.86it/s] 23/30 5.64G 0.8904 0.8824 1.229 19 800: 24%|██▍ | 57/233 [00:14<00:45, 3.86it/s] 23/30 5.64G 0.8904 0.8824 1.229 19 800: 25%|██▍ | 58/233 [00:14<00:44, 3.92it/s] 23/30 5.64G 0.8906 0.8834 1.229 19 800: 25%|██▍ | 58/233 [00:15<00:44, 3.92it/s] 23/30 5.64G 0.8906 0.8834 1.229 19 800: 25%|██▌ | 59/233 [00:15<00:45, 3.86it/s] 23/30 5.64G 0.893 0.8847 1.229 21 800: 25%|██▌ | 59/233 [00:15<00:45, 3.86it/s] 23/30 5.64G 0.893 0.8847 1.229 21 800: 26%|██▌ | 60/233 [00:15<00:45, 3.84it/s] 23/30 5.64G 0.8899 0.8842 1.228 20 800: 26%|██▌ | 60/233 [00:15<00:45, 3.84it/s] 23/30 5.64G 0.8899 0.8842 1.228 20 800: 26%|██▌ | 61/233 [00:15<00:45, 3.77it/s] 23/30 5.64G 0.8865 0.8814 1.227 16 800: 26%|██▌ | 61/233 [00:16<00:45, 3.77it/s] 23/30 5.64G 0.8865 0.8814 1.227 16 800: 27%|██▋ | 62/233 [00:16<00:46, 3.64it/s] 23/30 5.64G 0.8842 0.8805 1.226 17 800: 27%|██▋ | 62/233 [00:16<00:46, 3.64it/s] 23/30 5.64G 0.8842 0.8805 1.226 17 800: 27%|██▋ | 63/233 [00:16<00:47, 3.59it/s] 23/30 5.64G 0.885 0.8829 1.227 24 800: 27%|██▋ | 63/233 [00:16<00:47, 3.59it/s] 23/30 5.64G 0.885 0.8829 1.227 24 800: 27%|██▋ | 64/233 [00:16<00:46, 3.65it/s] 23/30 5.64G 0.8822 0.8772 1.225 17 800: 27%|██▋ | 64/233 [00:16<00:46, 3.65it/s] 23/30 5.64G 0.8822 0.8772 1.225 17 800: 28%|██▊ | 65/233 [00:16<00:46, 3.65it/s] 23/30 5.64G 0.8837 0.8833 1.228 32 800: 28%|██▊ | 65/233 [00:17<00:46, 3.65it/s] 23/30 5.64G 0.8837 0.8833 1.228 32 800: 28%|██▊ | 66/233 [00:17<00:45, 3.71it/s] 23/30 5.64G 0.8818 0.8825 1.226 21 800: 28%|██▊ | 66/233 [00:17<00:45, 3.71it/s] 23/30 5.64G 0.8818 0.8825 1.226 21 800: 29%|██▉ | 67/233 [00:17<00:43, 3.79it/s] 23/30 5.64G 0.8818 0.884 1.226 18 800: 29%|██▉ | 67/233 [00:17<00:43, 3.79it/s] 23/30 5.64G 0.8818 0.884 1.226 18 800: 29%|██▉ | 68/233 [00:17<00:42, 3.86it/s] 23/30 5.64G 0.8813 0.8812 1.225 21 800: 29%|██▉ | 68/233 [00:17<00:42, 3.86it/s] 23/30 5.64G 0.8813 0.8812 1.225 21 800: 30%|██▉ | 69/233 [00:17<00:42, 3.83it/s] 23/30 5.64G 0.8822 0.8821 1.226 18 800: 30%|██▉ | 69/233 [00:18<00:42, 3.83it/s] 23/30 5.64G 0.8822 0.8821 1.226 18 800: 30%|███ | 70/233 [00:18<00:41, 3.91it/s] 23/30 5.64G 0.8831 0.8805 1.226 19 800: 30%|███ | 70/233 [00:18<00:41, 3.91it/s] 23/30 5.64G 0.8831 0.8805 1.226 19 800: 30%|███ | 71/233 [00:18<00:40, 3.96it/s] 23/30 5.64G 0.8824 0.8814 1.228 21 800: 30%|███ | 71/233 [00:18<00:40, 3.96it/s] 23/30 5.64G 0.8824 0.8814 1.228 21 800: 31%|███ | 72/233 [00:18<00:40, 3.99it/s] 23/30 5.64G 0.8846 0.8848 1.229 23 800: 31%|███ | 72/233 [00:18<00:40, 3.99it/s] 23/30 5.64G 0.8846 0.8848 1.229 23 800: 31%|███▏ | 73/233 [00:18<00:40, 3.91it/s] 23/30 5.64G 0.8888 0.8871 1.234 21 800: 31%|███▏ | 73/233 [00:19<00:40, 3.91it/s] 23/30 5.64G 0.8888 0.8871 1.234 21 800: 32%|███▏ | 74/233 [00:19<00:40, 3.94it/s] 23/30 5.64G 0.8878 0.8905 1.232 20 800: 32%|███▏ | 74/233 [00:19<00:40, 3.94it/s] 23/30 5.64G 0.8878 0.8905 1.232 20 800: 32%|███▏ | 75/233 [00:19<00:39, 3.96it/s] 23/30 5.64G 0.8878 0.8936 1.233 23 800: 32%|███▏ | 75/233 [00:19<00:39, 3.96it/s] 23/30 5.64G 0.8878 0.8936 1.233 23 800: 33%|███▎ | 76/233 [00:19<00:39, 3.98it/s] 23/30 5.64G 0.8871 0.891 1.233 18 800: 33%|███▎ | 76/233 [00:19<00:39, 3.98it/s] 23/30 5.64G 0.8871 0.891 1.233 18 800: 33%|███▎ | 77/233 [00:19<00:39, 3.92it/s] 23/30 5.64G 0.887 0.8926 1.234 22 800: 33%|███▎ | 77/233 [00:20<00:39, 3.92it/s] 23/30 5.64G 0.887 0.8926 1.234 22 800: 33%|███▎ | 78/233 [00:20<00:38, 3.98it/s] 23/30 5.64G 0.8921 0.8933 1.239 22 800: 33%|███▎ | 78/233 [00:20<00:38, 3.98it/s] 23/30 5.64G 0.8921 0.8933 1.239 22 800: 34%|███▍ | 79/233 [00:20<00:38, 3.99it/s] 23/30 5.64G 0.8941 0.8999 1.24 34 800: 34%|███▍ | 79/233 [00:20<00:38, 3.99it/s] 23/30 5.64G 0.8941 0.8999 1.24 34 800: 34%|███▍ | 80/233 [00:20<00:38, 4.01it/s] 23/30 5.64G 0.8939 0.8981 1.24 20 800: 34%|███▍ | 80/233 [00:20<00:38, 4.01it/s] 23/30 5.64G 0.8939 0.8981 1.24 20 800: 35%|███▍ | 81/233 [00:20<00:39, 3.86it/s] 23/30 5.64G 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800: 90%|█████████ | 210/233 [00:54<00:05, 3.90it/s] 23/30 5.64G 0.8942 0.8984 1.257 25 800: 90%|█████████ | 210/233 [00:54<00:05, 3.90it/s] 23/30 5.64G 0.8942 0.8984 1.257 25 800: 91%|█████████ | 211/233 [00:54<00:05, 3.69it/s] 23/30 5.64G 0.8951 0.8987 1.258 22 800: 91%|█████████ | 211/233 [00:54<00:05, 3.69it/s] 23/30 5.64G 0.8951 0.8987 1.258 22 800: 91%|█████████ | 212/233 [00:54<00:05, 3.74it/s] 23/30 5.64G 0.8951 0.8988 1.258 25 800: 91%|█████████ | 212/233 [00:55<00:05, 3.74it/s] 23/30 5.64G 0.8951 0.8988 1.258 25 800: 91%|█████████▏| 213/233 [00:55<00:05, 3.68it/s] 23/30 5.64G 0.8946 0.897 1.258 17 800: 91%|█████████▏| 213/233 [00:55<00:05, 3.68it/s] 23/30 5.64G 0.8946 0.897 1.258 17 800: 92%|█████████▏| 214/233 [00:55<00:05, 3.75it/s] 23/30 5.64G 0.8944 0.8961 1.258 20 800: 92%|█████████▏| 214/233 [00:55<00:05, 3.75it/s] 23/30 5.64G 0.8944 0.8961 1.258 20 800: 92%|█████████▏| 215/233 [00:55<00:04, 3.77it/s] 23/30 5.64G 0.8954 0.8973 1.258 25 800: 92%|█████████▏| 215/233 [00:55<00:04, 3.77it/s] 23/30 5.64G 0.8954 0.8973 1.258 25 800: 93%|█████████▎| 216/233 [00:55<00:04, 3.82it/s] 23/30 5.64G 0.8966 0.8977 1.258 22 800: 93%|█████████▎| 216/233 [00:56<00:04, 3.82it/s] 23/30 5.64G 0.8966 0.8977 1.258 22 800: 93%|█████████▎| 217/233 [00:56<00:04, 3.77it/s] 23/30 5.64G 0.8967 0.898 1.258 19 800: 93%|█████████▎| 217/233 [00:56<00:04, 3.77it/s] 23/30 5.64G 0.8967 0.898 1.258 19 800: 94%|█████████▎| 218/233 [00:56<00:03, 3.76it/s] 23/30 5.64G 0.8971 0.8981 1.259 18 800: 94%|█████████▎| 218/233 [00:56<00:03, 3.76it/s] 23/30 5.64G 0.8971 0.8981 1.259 18 800: 94%|█████████▍| 219/233 [00:56<00:03, 3.67it/s] 23/30 5.64G 0.8975 0.8974 1.258 20 800: 94%|█████████▍| 219/233 [00:57<00:03, 3.67it/s] 23/30 5.64G 0.8975 0.8974 1.258 20 800: 94%|█████████▍| 220/233 [00:57<00:03, 3.65it/s] 23/30 5.64G 0.8974 0.8973 1.258 23 800: 94%|█████████▍| 220/233 [00:57<00:03, 3.65it/s] 23/30 5.64G 0.8974 0.8973 1.258 23 800: 95%|█████████▍| 221/233 [00:57<00:03, 3.58it/s] 23/30 5.64G 0.8966 0.8969 1.258 19 800: 95%|█████████▍| 221/233 [00:57<00:03, 3.58it/s] 23/30 5.64G 0.8966 0.8969 1.258 19 800: 95%|█████████▌| 222/233 [00:57<00:03, 3.64it/s] 23/30 5.64G 0.8972 0.8989 1.259 21 800: 95%|█████████▌| 222/233 [00:57<00:03, 3.64it/s] 23/30 5.64G 0.8972 0.8989 1.259 21 800: 96%|█████████▌| 223/233 [00:57<00:02, 3.74it/s] 23/30 5.64G 0.8975 0.8988 1.258 22 800: 96%|█████████▌| 223/233 [00:58<00:02, 3.74it/s] 23/30 5.64G 0.8975 0.8988 1.258 22 800: 96%|█████████▌| 224/233 [00:58<00:02, 3.81it/s] 23/30 5.64G 0.8983 0.899 1.259 23 800: 96%|█████████▌| 224/233 [00:58<00:02, 3.81it/s] 23/30 5.64G 0.8983 0.899 1.259 23 800: 97%|█████████▋| 225/233 [00:58<00:02, 3.78it/s] 23/30 5.64G 0.8979 0.8987 1.259 21 800: 97%|█████████▋| 225/233 [00:58<00:02, 3.78it/s] 23/30 5.64G 0.8979 0.8987 1.259 21 800: 97%|█████████▋| 226/233 [00:58<00:01, 3.85it/s] 23/30 5.64G 0.8972 0.8981 1.258 20 800: 97%|█████████▋| 226/233 [00:58<00:01, 3.85it/s] 23/30 5.64G 0.8972 0.8981 1.258 20 800: 97%|█████████▋| 227/233 [00:58<00:01, 3.93it/s] 23/30 5.64G 0.8974 0.8994 1.258 24 800: 97%|█████████▋| 227/233 [00:59<00:01, 3.93it/s] 23/30 5.64G 0.8974 0.8994 1.258 24 800: 98%|█████████▊| 228/233 [00:59<00:01, 3.96it/s] 23/30 5.64G 0.897 0.8991 1.258 16 800: 98%|█████████▊| 228/233 [00:59<00:01, 3.96it/s] 23/30 5.64G 0.897 0.8991 1.258 16 800: 98%|█████████▊| 229/233 [00:59<00:01, 3.91it/s] 23/30 5.64G 0.8956 0.8975 1.257 17 800: 98%|█████████▊| 229/233 [00:59<00:01, 3.91it/s] 23/30 5.64G 0.8956 0.8975 1.257 17 800: 99%|█████████▊| 230/233 [00:59<00:00, 3.96it/s] 23/30 5.64G 0.8958 0.8978 1.257 22 800: 99%|█████████▊| 230/233 [00:59<00:00, 3.96it/s] 23/30 5.64G 0.8958 0.8978 1.257 22 800: 99%|█████████▉| 231/233 [00:59<00:00, 3.99it/s] 23/30 5.64G 0.8953 0.8971 1.257 19 800: 99%|█████████▉| 231/233 [01:00<00:00, 3.99it/s] 23/30 5.64G 0.8953 0.8971 1.257 19 800: 100%|█████████▉| 232/233 [01:00<00:00, 4.01it/s] 23/30 6.24G 0.8971 0.9007 1.256 8 800: 100%|█████████▉| 232/233 [01:00<00:00, 4.01it/s] 23/30 6.24G 0.8971 0.9007 1.256 8 800: 100%|██████████| 233/233 [01:00<00:00, 4.81it/s] 23/30 6.24G 0.8971 0.9007 1.256 8 800: 100%|██████████| 233/233 [01:00<00:00, 3.87it/s] Class Images Instances Box(P R mAP50 mAP50-95): 0%| | 0/7 [00:00<?, ?it/s] Class Images Instances Box(P R mAP50 mAP50-95): 14%|█▍ | 1/7 [00:00<00:01, 4.75it/s] Class Images Instances Box(P R mAP50 mAP50-95): 29%|██▊ | 2/7 [00:00<00:01, 4.81it/s] Class Images Instances Box(P R mAP50 mAP50-95): 43%|████▎ | 3/7 [00:00<00:00, 4.83it/s] Class Images Instances Box(P R mAP50 mAP50-95): 57%|█████▋ | 4/7 [00:00<00:00, 4.89it/s] Class Images Instances Box(P R mAP50 mAP50-95): 71%|███████▏ | 5/7 [00:01<00:00, 4.78it/s] Class Images Instances Box(P R mAP50 mAP50-95): 86%|████████▌ | 6/7 [00:01<00:00, 4.75it/s] Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 7/7 [00:01<00:00, 5.30it/s] all 200 249 0.882 0.703 0.807 0.553 Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size 0%| | 0/233 [00:00<?, ?it/s] 24/30 5.6G 0.9376 0.8984 1.28 24 800: 0%| | 0/233 [00:00<?, ?it/s] 24/30 5.6G 0.9376 0.8984 1.28 24 800: 0%| | 1/233 [00:00<01:07, 3.46it/s] 24/30 5.62G 0.9896 1.037 1.374 22 800: 0%| | 1/233 [00:00<01:07, 3.46it/s] 24/30 5.62G 0.9896 1.037 1.374 22 800: 1%| | 2/233 [00:00<01:00, 3.79it/s] 24/30 5.62G 0.9889 0.965 1.329 17 800: 1%| | 2/233 [00:00<01:00, 3.79it/s] 24/30 5.62G 0.9889 0.965 1.329 17 800: 1%|▏ | 3/233 [00:00<00:59, 3.89it/s] 24/30 5.63G 0.9831 0.9118 1.301 22 800: 1%|▏ | 3/233 [00:01<00:59, 3.89it/s] 24/30 5.63G 0.9831 0.9118 1.301 22 800: 2%|▏ | 4/233 [00:01<00:59, 3.85it/s] 24/30 5.63G 1.009 0.9252 1.324 21 800: 2%|▏ | 4/233 [00:01<00:59, 3.85it/s] 24/30 5.63G 1.009 0.9252 1.324 21 800: 2%|▏ | 5/233 [00:01<00:57, 3.94it/s] 24/30 5.63G 0.9294 0.8563 1.265 16 800: 2%|▏ | 5/233 [00:01<00:57, 3.94it/s] 24/30 5.63G 0.9294 0.8563 1.265 16 800: 3%|▎ | 6/233 [00:01<00:56, 3.99it/s] 24/30 5.63G 0.9343 0.9069 1.28 23 800: 3%|▎ | 6/233 [00:01<00:56, 3.99it/s] 24/30 5.63G 0.9343 0.9069 1.28 23 800: 3%|▎ | 7/233 [00:01<00:56, 4.01it/s] 24/30 5.63G 0.9069 0.877 1.257 18 800: 3%|▎ | 7/233 [00:02<00:56, 4.01it/s] 24/30 5.63G 0.9069 0.877 1.257 18 800: 3%|▎ | 8/233 [00:02<00:57, 3.94it/s] 24/30 5.63G 0.892 0.8691 1.255 19 800: 3%|▎ | 8/233 [00:02<00:57, 3.94it/s] 24/30 5.63G 0.892 0.8691 1.255 19 800: 4%|▍ | 9/233 [00:02<00:56, 3.97it/s] 24/30 5.63G 0.9032 0.8995 1.266 29 800: 4%|▍ | 9/233 [00:02<00:56, 3.97it/s] 24/30 5.63G 0.9032 0.8995 1.266 29 800: 4%|▍ | 10/233 [00:02<00:55, 4.00it/s] 24/30 5.63G 0.8827 0.8737 1.257 17 800: 4%|▍ | 10/233 [00:02<00:55, 4.00it/s] 24/30 5.63G 0.8827 0.8737 1.257 17 800: 5%|▍ | 11/233 [00:02<00:55, 4.01it/s] 24/30 5.63G 0.8716 0.8555 1.239 19 800: 5%|▍ | 11/233 [00:03<00:55, 4.01it/s] 24/30 5.63G 0.8716 0.8555 1.239 19 800: 5%|▌ | 12/233 [00:03<00:55, 3.95it/s] 24/30 5.63G 0.8913 0.8908 1.257 23 800: 5%|▌ | 12/233 [00:03<00:55, 3.95it/s] 24/30 5.63G 0.8913 0.8908 1.257 23 800: 6%|▌ | 13/233 [00:03<00:55, 3.99it/s] 24/30 5.63G 0.8915 0.8984 1.262 20 800: 6%|▌ | 13/233 [00:03<00:55, 3.99it/s] 24/30 5.63G 0.8915 0.8984 1.262 20 800: 6%|▌ | 14/233 [00:03<00:54, 4.01it/s] 24/30 5.63G 0.8892 0.9121 1.259 22 800: 6%|▌ | 14/233 [00:03<00:54, 4.01it/s] 24/30 5.63G 0.8892 0.9121 1.259 22 800: 6%|▋ | 15/233 [00:03<00:54, 4.02it/s] 24/30 5.63G 0.8912 0.9247 1.259 24 800: 6%|▋ | 15/233 [00:04<00:54, 4.02it/s] 24/30 5.63G 0.8912 0.9247 1.259 24 800: 7%|▋ | 16/233 [00:04<00:55, 3.93it/s] 24/30 5.63G 0.8881 0.9234 1.258 21 800: 7%|▋ | 16/233 [00:04<00:55, 3.93it/s] 24/30 5.63G 0.8881 0.9234 1.258 21 800: 7%|▋ | 17/233 [00:04<00:54, 3.95it/s] 24/30 5.63G 0.8911 0.9227 1.271 19 800: 7%|▋ | 17/233 [00:04<00:54, 3.95it/s] 24/30 5.63G 0.8911 0.9227 1.271 19 800: 8%|▊ | 18/233 [00:04<00:54, 3.98it/s] 24/30 5.63G 0.8864 0.9112 1.266 23 800: 8%|▊ | 18/233 [00:04<00:54, 3.98it/s] 24/30 5.63G 0.8864 0.9112 1.266 23 800: 8%|▊ | 19/233 [00:04<00:53, 3.99it/s] 24/30 5.63G 0.8756 0.9048 1.258 21 800: 8%|▊ | 19/233 [00:05<00:53, 3.99it/s] 24/30 5.63G 0.8756 0.9048 1.258 21 800: 9%|▊ | 20/233 [00:05<00:54, 3.91it/s] 24/30 5.63G 0.877 0.9053 1.26 20 800: 9%|▊ | 20/233 [00:05<00:54, 3.91it/s] 24/30 5.63G 0.877 0.9053 1.26 20 800: 9%|▉ | 21/233 [00:05<00:53, 3.96it/s] 24/30 5.63G 0.8745 0.8929 1.257 19 800: 9%|▉ | 21/233 [00:05<00:53, 3.96it/s] 24/30 5.63G 0.8745 0.8929 1.257 19 800: 9%|▉ | 22/233 [00:05<00:53, 3.98it/s] 24/30 5.63G 0.8764 0.8864 1.258 18 800: 9%|▉ | 22/233 [00:05<00:53, 3.98it/s] 24/30 5.63G 0.8764 0.8864 1.258 18 800: 10%|▉ | 23/233 [00:05<00:52, 3.99it/s] 24/30 5.63G 0.8764 0.8911 1.258 19 800: 10%|▉ | 23/233 [00:06<00:52, 3.99it/s] 24/30 5.63G 0.8764 0.8911 1.258 19 800: 10%|█ | 24/233 [00:06<00:53, 3.91it/s] 24/30 5.63G 0.8702 0.8996 1.254 19 800: 10%|█ | 24/233 [00:06<00:53, 3.91it/s] 24/30 5.63G 0.8702 0.8996 1.254 19 800: 11%|█ | 25/233 [00:06<00:52, 3.97it/s] 24/30 5.63G 0.8767 0.903 1.259 22 800: 11%|█ | 25/233 [00:06<00:52, 3.97it/s] 24/30 5.63G 0.8767 0.903 1.259 22 800: 11%|█ | 26/233 [00:06<00:51, 3.99it/s] 24/30 5.63G 0.8765 0.8978 1.262 18 800: 11%|█ | 26/233 [00:06<00:51, 3.99it/s] 24/30 5.63G 0.8765 0.8978 1.262 18 800: 12%|█▏ | 27/233 [00:06<00:51, 4.00it/s] 24/30 5.63G 0.8715 0.8893 1.256 19 800: 12%|█▏ | 27/233 [00:07<00:51, 4.00it/s] 24/30 5.63G 0.8715 0.8893 1.256 19 800: 12%|█▏ | 28/233 [00:07<00:52, 3.93it/s] 24/30 5.63G 0.8695 0.8885 1.256 22 800: 12%|█▏ | 28/233 [00:07<00:52, 3.93it/s] 24/30 5.63G 0.8695 0.8885 1.256 22 800: 12%|█▏ | 29/233 [00:07<00:51, 3.97it/s] 24/30 5.63G 0.8727 0.8894 1.258 23 800: 12%|█▏ | 29/233 [00:07<00:51, 3.97it/s] 24/30 5.63G 0.8727 0.8894 1.258 23 800: 13%|█▎ | 30/233 [00:07<00:50, 3.99it/s] 24/30 5.63G 0.8699 0.8848 1.255 19 800: 13%|█▎ | 30/233 [00:07<00:50, 3.99it/s] 24/30 5.63G 0.8699 0.8848 1.255 19 800: 13%|█▎ | 31/233 [00:07<00:50, 4.01it/s] 24/30 5.63G 0.8749 0.895 1.262 23 800: 13%|█▎ | 31/233 [00:08<00:50, 4.01it/s] 24/30 5.63G 0.8749 0.895 1.262 23 800: 14%|█▎ | 32/233 [00:08<00:51, 3.93it/s] 24/30 5.63G 0.8719 0.8899 1.258 17 800: 14%|█▎ | 32/233 [00:08<00:51, 3.93it/s] 24/30 5.63G 0.8719 0.8899 1.258 17 800: 14%|█▍ | 33/233 [00:08<00:50, 3.97it/s] 24/30 5.63G 0.8716 0.8883 1.258 24 800: 14%|█▍ | 33/233 [00:08<00:50, 3.97it/s] 24/30 5.63G 0.8716 0.8883 1.258 24 800: 15%|█▍ | 34/233 [00:08<00:49, 3.99it/s] 24/30 5.63G 0.8705 0.8864 1.259 19 800: 15%|█▍ | 34/233 [00:08<00:49, 3.99it/s] 24/30 5.63G 0.8705 0.8864 1.259 19 800: 15%|█▌ | 35/233 [00:08<00:49, 4.00it/s] 24/30 5.63G 0.8729 0.8853 1.261 24 800: 15%|█▌ | 35/233 [00:09<00:49, 4.00it/s] 24/30 5.63G 0.8729 0.8853 1.261 24 800: 15%|█▌ | 36/233 [00:09<00:50, 3.94it/s] 24/30 5.63G 0.8673 0.8822 1.26 17 800: 15%|█▌ | 36/233 [00:09<00:50, 3.94it/s] 24/30 5.63G 0.8673 0.8822 1.26 17 800: 16%|█▌ | 37/233 [00:09<00:49, 3.97it/s] 24/30 5.63G 0.8645 0.8754 1.259 17 800: 16%|█▌ | 37/233 [00:09<00:49, 3.97it/s] 24/30 5.63G 0.8645 0.8754 1.259 17 800: 16%|█▋ | 38/233 [00:09<00:48, 4.00it/s] 24/30 5.63G 0.8629 0.8711 1.257 19 800: 16%|█▋ | 38/233 [00:09<00:48, 4.00it/s] 24/30 5.63G 0.8629 0.8711 1.257 19 800: 17%|█▋ | 39/233 [00:09<00:48, 4.01it/s] 24/30 5.63G 0.8614 0.8692 1.253 18 800: 17%|█▋ | 39/233 [00:10<00:48, 4.01it/s] 24/30 5.63G 0.8614 0.8692 1.253 18 800: 17%|█▋ | 40/233 [00:10<00:48, 3.94it/s] 24/30 5.63G 0.8585 0.8684 1.25 19 800: 17%|█▋ | 40/233 [00:10<00:48, 3.94it/s] 24/30 5.63G 0.8585 0.8684 1.25 19 800: 18%|█▊ | 41/233 [00:10<00:48, 3.97it/s] 24/30 5.63G 0.863 0.8667 1.254 24 800: 18%|█▊ | 41/233 [00:10<00:48, 3.97it/s] 24/30 5.63G 0.863 0.8667 1.254 24 800: 18%|█▊ | 42/233 [00:10<00:47, 4.00it/s] 24/30 5.63G 0.8686 0.8761 1.254 36 800: 18%|█▊ | 42/233 [00:10<00:47, 4.00it/s] 24/30 5.63G 0.8686 0.8761 1.254 36 800: 18%|█▊ | 43/233 [00:10<00:47, 4.01it/s] 24/30 5.63G 0.8707 0.8762 1.252 21 800: 18%|█▊ | 43/233 [00:11<00:47, 4.01it/s] 24/30 5.63G 0.8707 0.8762 1.252 21 800: 19%|█▉ | 44/233 [00:11<00:48, 3.93it/s] 24/30 5.63G 0.8742 0.8798 1.253 21 800: 19%|█▉ | 44/233 [00:11<00:48, 3.93it/s] 24/30 5.63G 0.8742 0.8798 1.253 21 800: 19%|█▉ | 45/233 [00:11<00:47, 3.97it/s] 24/30 5.63G 0.8785 0.8842 1.253 24 800: 19%|█▉ | 45/233 [00:11<00:47, 3.97it/s] 24/30 5.63G 0.8785 0.8842 1.253 24 800: 20%|█▉ | 46/233 [00:11<00:46, 3.99it/s] 24/30 5.63G 0.8798 0.8869 1.254 27 800: 20%|█▉ | 46/233 [00:11<00:46, 3.99it/s] 24/30 5.63G 0.8798 0.8869 1.254 27 800: 20%|██ | 47/233 [00:11<00:46, 4.00it/s] 24/30 5.63G 0.876 0.882 1.248 21 800: 20%|██ | 47/233 [00:12<00:46, 4.00it/s] 24/30 5.63G 0.876 0.882 1.248 21 800: 21%|██ | 48/233 [00:12<00:47, 3.93it/s] 24/30 5.63G 0.8764 0.8827 1.248 19 800: 21%|██ | 48/233 [00:12<00:47, 3.93it/s] 24/30 5.63G 0.8764 0.8827 1.248 19 800: 21%|██ | 49/233 [00:12<00:46, 3.98it/s] 24/30 5.63G 0.8737 0.8791 1.246 16 800: 21%|██ | 49/233 [00:12<00:46, 3.98it/s] 24/30 5.63G 0.8737 0.8791 1.246 16 800: 21%|██▏ | 50/233 [00:12<00:45, 4.01it/s] 24/30 5.63G 0.8713 0.8758 1.247 18 800: 21%|██▏ | 50/233 [00:12<00:45, 4.01it/s] 24/30 5.63G 0.8713 0.8758 1.247 18 800: 22%|██▏ | 51/233 [00:12<00:45, 4.02it/s] 24/30 5.63G 0.8706 0.8735 1.246 20 800: 22%|██▏ | 51/233 [00:13<00:45, 4.02it/s] 24/30 5.63G 0.8706 0.8735 1.246 20 800: 22%|██▏ | 52/233 [00:13<00:45, 3.94it/s] 24/30 5.63G 0.8691 0.8699 1.244 22 800: 22%|██▏ | 52/233 [00:13<00:45, 3.94it/s] 24/30 5.63G 0.8691 0.8699 1.244 22 800: 23%|██▎ | 53/233 [00:13<00:45, 3.98it/s] 24/30 5.63G 0.8627 0.8654 1.238 18 800: 23%|██▎ | 53/233 [00:13<00:45, 3.98it/s] 24/30 5.63G 0.8627 0.8654 1.238 18 800: 23%|██▎ | 54/233 [00:13<00:44, 4.00it/s] 24/30 5.63G 0.8647 0.8706 1.238 29 800: 23%|██▎ | 54/233 [00:13<00:44, 4.00it/s] 24/30 5.63G 0.8647 0.8706 1.238 29 800: 24%|██▎ | 55/233 [00:13<00:44, 4.01it/s] 24/30 5.63G 0.8641 0.8745 1.238 22 800: 24%|██▎ | 55/233 [00:14<00:44, 4.01it/s] 24/30 5.63G 0.8641 0.8745 1.238 22 800: 24%|██▍ | 56/233 [00:14<00:44, 3.94it/s] 24/30 5.63G 0.8637 0.8728 1.239 20 800: 24%|██▍ | 56/233 [00:14<00:44, 3.94it/s] 24/30 5.63G 0.8637 0.8728 1.239 20 800: 24%|██▍ | 57/233 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[00:48<00:11, 4.00it/s] 24/30 5.63G 0.875 0.879 1.25 17 800: 81%|████████ | 188/233 [00:48<00:11, 3.93it/s] 24/30 5.63G 0.8749 0.8777 1.25 20 800: 81%|████████ | 188/233 [00:48<00:11, 3.93it/s] 24/30 5.63G 0.8749 0.8777 1.25 20 800: 81%|████████ | 189/233 [00:48<00:11, 3.95it/s] 24/30 5.63G 0.8747 0.8773 1.25 20 800: 81%|████████ | 189/233 [00:48<00:11, 3.95it/s] 24/30 5.63G 0.8747 0.8773 1.25 20 800: 82%|████████▏ | 190/233 [00:48<00:10, 3.97it/s] 24/30 5.63G 0.8743 0.8767 1.25 18 800: 82%|████████▏ | 190/233 [00:49<00:10, 3.97it/s] 24/30 5.63G 0.8743 0.8767 1.25 18 800: 82%|████████▏ | 191/233 [00:49<00:10, 3.97it/s] 24/30 5.63G 0.8755 0.8768 1.251 28 800: 82%|████████▏ | 191/233 [00:49<00:10, 3.97it/s] 24/30 5.63G 0.8755 0.8768 1.251 28 800: 82%|████████▏ | 192/233 [00:49<00:10, 3.91it/s] 24/30 5.63G 0.875 0.8764 1.251 19 800: 82%|████████▏ | 192/233 [00:49<00:10, 3.91it/s] 24/30 5.63G 0.875 0.8764 1.251 19 800: 83%|████████▎ | 193/233 [00:49<00:10, 3.95it/s] 24/30 5.63G 0.875 0.8768 1.252 23 800: 83%|████████▎ | 193/233 [00:49<00:10, 3.95it/s] 24/30 5.63G 0.875 0.8768 1.252 23 800: 83%|████████▎ | 194/233 [00:49<00:09, 3.96it/s] 24/30 5.63G 0.8765 0.8785 1.253 22 800: 83%|████████▎ | 194/233 [00:50<00:09, 3.96it/s] 24/30 5.63G 0.8765 0.8785 1.253 22 800: 84%|████████▎ | 195/233 [00:50<00:09, 3.96it/s] 24/30 5.63G 0.8779 0.8793 1.254 24 800: 84%|████████▎ | 195/233 [00:50<00:09, 3.96it/s] 24/30 5.63G 0.8779 0.8793 1.254 24 800: 84%|████████▍ | 196/233 [00:50<00:09, 3.83it/s] 24/30 5.63G 0.8776 0.8791 1.253 20 800: 84%|████████▍ | 196/233 [00:50<00:09, 3.83it/s] 24/30 5.63G 0.8776 0.8791 1.253 20 800: 85%|████████▍ | 197/233 [00:50<00:09, 3.88it/s] 24/30 5.63G 0.8777 0.8781 1.254 19 800: 85%|████████▍ | 197/233 [00:50<00:09, 3.88it/s] 24/30 5.63G 0.8777 0.8781 1.254 19 800: 85%|████████▍ | 198/233 [00:50<00:08, 3.91it/s] 24/30 5.63G 0.8762 0.8765 1.253 17 800: 85%|████████▍ | 198/233 [00:51<00:08, 3.91it/s] 24/30 5.63G 0.8762 0.8765 1.253 17 800: 85%|████████▌ | 199/233 [00:51<00:08, 3.94it/s] 24/30 5.63G 0.8756 0.8752 1.253 18 800: 85%|████████▌ | 199/233 [00:51<00:08, 3.94it/s] 24/30 5.63G 0.8756 0.8752 1.253 18 800: 86%|████████▌ | 200/233 [00:51<00:08, 3.80it/s] 24/30 5.63G 0.8742 0.8748 1.252 20 800: 86%|████████▌ | 200/233 [00:51<00:08, 3.80it/s] 24/30 5.63G 0.8742 0.8748 1.252 20 800: 86%|████████▋ | 201/233 [00:51<00:08, 3.88it/s] 24/30 5.63G 0.8744 0.8746 1.252 22 800: 86%|████████▋ | 201/233 [00:51<00:08, 3.88it/s] 24/30 5.63G 0.8744 0.8746 1.252 22 800: 87%|████████▋ | 202/233 [00:51<00:07, 3.94it/s] 24/30 5.63G 0.8744 0.8734 1.252 17 800: 87%|████████▋ | 202/233 [00:52<00:07, 3.94it/s] 24/30 5.63G 0.8744 0.8734 1.252 17 800: 87%|████████▋ | 203/233 [00:52<00:07, 3.95it/s] 24/30 5.63G 0.8733 0.8735 1.251 20 800: 87%|████████▋ | 203/233 [00:52<00:07, 3.95it/s] 24/30 5.63G 0.8733 0.8735 1.251 20 800: 88%|████████▊ | 204/233 [00:52<00:07, 3.88it/s] 24/30 5.63G 0.8734 0.874 1.251 23 800: 88%|████████▊ | 204/233 [00:52<00:07, 3.88it/s] 24/30 5.63G 0.8734 0.874 1.251 23 800: 88%|████████▊ | 205/233 [00:52<00:07, 3.94it/s] 24/30 5.63G 0.8729 0.8741 1.251 21 800: 88%|████████▊ | 205/233 [00:52<00:07, 3.94it/s] 24/30 5.63G 0.8729 0.8741 1.251 21 800: 88%|████████▊ | 206/233 [00:52<00:06, 3.95it/s] 24/30 5.63G 0.8715 0.8725 1.249 18 800: 88%|████████▊ | 206/233 [00:53<00:06, 3.95it/s] 24/30 5.63G 0.8715 0.8725 1.249 18 800: 89%|████████▉ | 207/233 [00:53<00:06, 3.95it/s] 24/30 5.63G 0.8709 0.8728 1.249 21 800: 89%|████████▉ | 207/233 [00:53<00:06, 3.95it/s] 24/30 5.63G 0.8709 0.8728 1.249 21 800: 89%|████████▉ | 208/233 [00:53<00:06, 3.89it/s] 24/30 5.63G 0.8712 0.8723 1.249 21 800: 89%|████████▉ | 208/233 [00:53<00:06, 3.89it/s] 24/30 5.63G 0.8712 0.8723 1.249 21 800: 90%|████████▉ | 209/233 [00:53<00:06, 3.91it/s] 24/30 5.63G 0.8711 0.8732 1.249 18 800: 90%|████████▉ | 209/233 [00:53<00:06, 3.91it/s] 24/30 5.63G 0.8711 0.8732 1.249 18 800: 90%|█████████ | 210/233 [00:53<00:05, 3.95it/s] 24/30 5.63G 0.8711 0.8729 1.248 19 800: 90%|█████████ | 210/233 [00:54<00:05, 3.95it/s] 24/30 5.63G 0.8711 0.8729 1.248 19 800: 91%|█████████ | 211/233 [00:54<00:05, 3.97it/s] 24/30 5.63G 0.8707 0.8718 1.247 19 800: 91%|█████████ | 211/233 [00:54<00:05, 3.97it/s] 24/30 5.63G 0.8707 0.8718 1.247 19 800: 91%|█████████ | 212/233 [00:54<00:05, 3.88it/s] 24/30 5.63G 0.8708 0.872 1.248 21 800: 91%|█████████ | 212/233 [00:54<00:05, 3.88it/s] 24/30 5.63G 0.8708 0.872 1.248 21 800: 91%|█████████▏| 213/233 [00:54<00:05, 3.94it/s] 24/30 5.63G 0.8705 0.8717 1.248 21 800: 91%|█████████▏| 213/233 [00:54<00:05, 3.94it/s] 24/30 5.63G 0.8705 0.8717 1.248 21 800: 92%|█████████▏| 214/233 [00:54<00:04, 3.98it/s] 24/30 5.63G 0.8705 0.8723 1.247 23 800: 92%|█████████▏| 214/233 [00:55<00:04, 3.98it/s] 24/30 5.63G 0.8705 0.8723 1.247 23 800: 92%|█████████▏| 215/233 [00:55<00:04, 3.95it/s] 24/30 5.63G 0.871 0.8729 1.248 21 800: 92%|█████████▏| 215/233 [00:55<00:04, 3.95it/s] 24/30 5.63G 0.871 0.8729 1.248 21 800: 93%|█████████▎| 216/233 [00:55<00:04, 3.91it/s] 24/30 5.63G 0.8721 0.8726 1.249 20 800: 93%|█████████▎| 216/233 [00:55<00:04, 3.91it/s] 24/30 5.63G 0.8721 0.8726 1.249 20 800: 93%|█████████▎| 217/233 [00:55<00:04, 3.94it/s] 24/30 5.63G 0.873 0.8732 1.249 26 800: 93%|█████████▎| 217/233 [00:55<00:04, 3.94it/s] 24/30 5.63G 0.873 0.8732 1.249 26 800: 94%|█████████▎| 218/233 [00:56<00:03, 3.93it/s] 24/30 5.63G 0.873 0.8732 1.249 20 800: 94%|█████████▎| 218/233 [00:56<00:03, 3.93it/s] 24/30 5.63G 0.873 0.8732 1.249 20 800: 94%|█████████▍| 219/233 [00:56<00:03, 3.98it/s] 24/30 5.63G 0.8727 0.8727 1.249 22 800: 94%|█████████▍| 219/233 [00:56<00:03, 3.98it/s] 24/30 5.63G 0.8727 0.8727 1.249 22 800: 94%|█████████▍| 220/233 [00:56<00:03, 3.93it/s] 24/30 5.63G 0.8712 0.8715 1.248 18 800: 94%|█████████▍| 220/233 [00:56<00:03, 3.93it/s] 24/30 5.63G 0.8712 0.8715 1.248 18 800: 95%|█████████▍| 221/233 [00:56<00:03, 3.97it/s] 24/30 5.63G 0.8709 0.8705 1.248 17 800: 95%|█████████▍| 221/233 [00:56<00:03, 3.97it/s] 24/30 5.63G 0.8709 0.8705 1.248 17 800: 95%|█████████▌| 222/233 [00:56<00:02, 4.00it/s] 24/30 5.63G 0.8704 0.8694 1.248 19 800: 95%|█████████▌| 222/233 [00:57<00:02, 4.00it/s] 24/30 5.63G 0.8704 0.8694 1.248 19 800: 96%|█████████▌| 223/233 [00:57<00:02, 3.97it/s] 24/30 5.63G 0.8706 0.8689 1.247 23 800: 96%|█████████▌| 223/233 [00:57<00:02, 3.97it/s] 24/30 5.63G 0.8706 0.8689 1.247 23 800: 96%|█████████▌| 224/233 [00:57<00:02, 3.92it/s] 24/30 5.63G 0.8711 0.8698 1.248 19 800: 96%|█████████▌| 224/233 [00:57<00:02, 3.92it/s] 24/30 5.63G 0.8711 0.8698 1.248 19 800: 97%|█████████▋| 225/233 [00:57<00:02, 3.96it/s] 24/30 5.63G 0.8711 0.8696 1.247 19 800: 97%|█████████▋| 225/233 [00:58<00:02, 3.96it/s] 24/30 5.63G 0.8711 0.8696 1.247 19 800: 97%|█████████▋| 226/233 [00:58<00:01, 3.98it/s] 24/30 5.63G 0.8706 0.8698 1.247 22 800: 97%|█████████▋| 226/233 [00:58<00:01, 3.98it/s] 24/30 5.63G 0.8706 0.8698 1.247 22 800: 97%|█████████▋| 227/233 [00:58<00:01, 4.00it/s] 24/30 5.63G 0.8707 0.8695 1.247 21 800: 97%|█████████▋| 227/233 [00:58<00:01, 4.00it/s] 24/30 5.63G 0.8707 0.8695 1.247 21 800: 98%|█████████▊| 228/233 [00:58<00:01, 3.91it/s] 24/30 5.63G 0.8699 0.8694 1.247 18 800: 98%|█████████▊| 228/233 [00:58<00:01, 3.91it/s] 24/30 5.63G 0.8699 0.8694 1.247 18 800: 98%|█████████▊| 229/233 [00:58<00:01, 3.96it/s] 24/30 5.63G 0.8715 0.8717 1.248 34 800: 98%|█████████▊| 229/233 [00:59<00:01, 3.96it/s] 24/30 5.63G 0.8715 0.8717 1.248 34 800: 99%|█████████▊| 230/233 [00:59<00:00, 3.97it/s] 24/30 5.63G 0.8714 0.871 1.248 22 800: 99%|█████████▊| 230/233 [00:59<00:00, 3.97it/s] 24/30 5.63G 0.8714 0.871 1.248 22 800: 99%|█████████▉| 231/233 [00:59<00:00, 3.99it/s] 24/30 5.63G 0.8727 0.8722 1.248 22 800: 99%|█████████▉| 231/233 [00:59<00:00, 3.99it/s] 24/30 5.63G 0.8727 0.8722 1.248 22 800: 100%|█████████▉| 232/233 [00:59<00:00, 3.90it/s] 24/30 6.22G 0.8752 0.8747 1.249 9 800: 100%|█████████▉| 232/233 [00:59<00:00, 3.90it/s] 24/30 6.22G 0.8752 0.8747 1.249 9 800: 100%|██████████| 233/233 [00:59<00:00, 3.91it/s] Class Images Instances Box(P R mAP50 mAP50-95): 0%| | 0/7 [00:00<?, ?it/s] Class Images Instances Box(P R mAP50 mAP50-95): 14%|█▍ | 1/7 [00:00<00:01, 4.30it/s] Class Images Instances Box(P R mAP50 mAP50-95): 29%|██▊ | 2/7 [00:00<00:01, 4.43it/s] Class Images Instances Box(P R mAP50 mAP50-95): 43%|████▎ | 3/7 [00:00<00:00, 4.63it/s] Class Images Instances Box(P R mAP50 mAP50-95): 57%|█████▋ | 4/7 [00:00<00:00, 4.63it/s] Class Images Instances Box(P R mAP50 mAP50-95): 71%|███████▏ | 5/7 [00:01<00:00, 4.66it/s] Class Images Instances Box(P R mAP50 mAP50-95): 86%|████████▌ | 6/7 [00:01<00:00, 4.71it/s] Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 7/7 [00:01<00:00, 5.17it/s] all 200 249 0.851 0.731 0.793 0.555 Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size 0%| | 0/233 [00:00<?, ?it/s] 25/30 5.61G 0.8224 0.926 1.161 17 800: 0%| | 0/233 [00:00<?, ?it/s] 25/30 5.61G 0.8224 0.926 1.161 17 800: 0%| | 1/233 [00:00<01:06, 3.49it/s] 25/30 5.62G 0.8465 0.8872 1.285 21 800: 0%| | 1/233 [00:00<01:06, 3.49it/s] 25/30 5.62G 0.8465 0.8872 1.285 21 800: 1%| | 2/233 [00:00<01:01, 3.76it/s] 25/30 5.63G 0.8179 0.894 1.284 20 800: 1%| | 2/233 [00:00<01:01, 3.76it/s] 25/30 5.63G 0.8179 0.894 1.284 20 800: 1%|▏ | 3/233 [00:00<01:02, 3.71it/s] 25/30 5.63G 0.8339 0.8907 1.258 25 800: 1%|▏ | 3/233 [00:01<01:02, 3.71it/s] 25/30 5.63G 0.8339 0.8907 1.258 25 800: 2%|▏ | 4/233 [00:01<01:00, 3.79it/s] 25/30 5.63G 0.8321 0.8349 1.264 18 800: 2%|▏ | 4/233 [00:01<01:00, 3.79it/s] 25/30 5.63G 0.8321 0.8349 1.264 18 800: 2%|▏ | 5/233 [00:01<00:58, 3.88it/s] 25/30 5.63G 0.8342 0.8639 1.239 21 800: 2%|▏ | 5/233 [00:01<00:58, 3.88it/s] 25/30 5.63G 0.8342 0.8639 1.239 21 800: 3%|▎ | 6/233 [00:01<00:57, 3.94it/s] 25/30 5.63G 0.8385 0.8639 1.237 18 800: 3%|▎ | 6/233 [00:01<00:57, 3.94it/s] 25/30 5.63G 0.8385 0.8639 1.237 18 800: 3%|▎ | 7/233 [00:01<00:58, 3.87it/s] 25/30 5.63G 0.7997 0.8545 1.217 17 800: 3%|▎ | 7/233 [00:02<00:58, 3.87it/s] 25/30 5.63G 0.7997 0.8545 1.217 17 800: 3%|▎ | 8/233 [00:02<00:57, 3.94it/s] 25/30 5.63G 0.8063 0.8584 1.226 23 800: 3%|▎ | 8/233 [00:02<00:57, 3.94it/s] 25/30 5.63G 0.8063 0.8584 1.226 23 800: 4%|▍ | 9/233 [00:02<00:56, 3.97it/s] 25/30 5.63G 0.8223 0.8798 1.239 24 800: 4%|▍ | 9/233 [00:02<00:56, 3.97it/s] 25/30 5.63G 0.8223 0.8798 1.239 24 800: 4%|▍ | 10/233 [00:02<00:55, 3.99it/s] 25/30 5.63G 0.8116 0.8619 1.227 18 800: 4%|▍ | 10/233 [00:02<00:55, 3.99it/s] 25/30 5.63G 0.8116 0.8619 1.227 18 800: 5%|▍ | 11/233 [00:02<00:56, 3.92it/s] 25/30 5.63G 0.8368 0.8871 1.235 24 800: 5%|▍ | 11/233 [00:03<00:56, 3.92it/s] 25/30 5.63G 0.8368 0.8871 1.235 24 800: 5%|▌ | 12/233 [00:03<00:56, 3.94it/s] 25/30 5.63G 0.8313 0.8788 1.234 16 800: 5%|▌ | 12/233 [00:03<00:56, 3.94it/s] 25/30 5.63G 0.8313 0.8788 1.234 16 800: 6%|▌ | 13/233 [00:03<00:55, 3.95it/s] 25/30 5.63G 0.8298 0.8672 1.244 16 800: 6%|▌ | 13/233 [00:03<00:55, 3.95it/s] 25/30 5.63G 0.8298 0.8672 1.244 16 800: 6%|▌ | 14/233 [00:03<00:54, 3.99it/s] 25/30 5.63G 0.8306 0.8533 1.245 21 800: 6%|▌ | 14/233 [00:03<00:54, 3.99it/s] 25/30 5.63G 0.8306 0.8533 1.245 21 800: 6%|▋ | 15/233 [00:03<00:56, 3.88it/s] 25/30 5.63G 0.8403 0.8797 1.244 23 800: 6%|▋ | 15/233 [00:04<00:56, 3.88it/s] 25/30 5.63G 0.8403 0.8797 1.244 23 800: 7%|▋ | 16/233 [00:04<00:55, 3.94it/s] 25/30 5.63G 0.8367 0.8769 1.236 25 800: 7%|▋ | 16/233 [00:04<00:55, 3.94it/s] 25/30 5.63G 0.8367 0.8769 1.236 25 800: 7%|▋ | 17/233 [00:04<00:54, 3.98it/s] 25/30 5.63G 0.8453 0.8735 1.247 20 800: 7%|▋ | 17/233 [00:04<00:54, 3.98it/s] 25/30 5.63G 0.8453 0.8735 1.247 20 800: 8%|▊ | 18/233 [00:04<00:54, 3.95it/s] 25/30 5.63G 0.8317 0.8596 1.237 18 800: 8%|▊ | 18/233 [00:04<00:54, 3.95it/s] 25/30 5.63G 0.8317 0.8596 1.237 18 800: 8%|▊ | 19/233 [00:04<00:55, 3.89it/s] 25/30 5.63G 0.8367 0.8518 1.234 19 800: 8%|▊ | 19/233 [00:05<00:55, 3.89it/s] 25/30 5.63G 0.8367 0.8518 1.234 19 800: 9%|▊ | 20/233 [00:05<00:54, 3.94it/s] 25/30 5.63G 0.8423 0.8541 1.241 19 800: 9%|▊ | 20/233 [00:05<00:54, 3.94it/s] 25/30 5.63G 0.8423 0.8541 1.241 19 800: 9%|▉ | 21/233 [00:05<00:54, 3.91it/s] 25/30 5.63G 0.8447 0.8604 1.24 21 800: 9%|▉ | 21/233 [00:05<00:54, 3.91it/s] 25/30 5.63G 0.8447 0.8604 1.24 21 800: 9%|▉ | 22/233 [00:05<00:53, 3.92it/s] 25/30 5.63G 0.8461 0.8521 1.233 20 800: 9%|▉ | 22/233 [00:05<00:53, 3.92it/s] 25/30 5.63G 0.8461 0.8521 1.233 20 800: 10%|▉ | 23/233 [00:05<00:55, 3.76it/s] 25/30 5.63G 0.8395 0.8511 1.228 18 800: 10%|▉ | 23/233 [00:06<00:55, 3.76it/s] 25/30 5.63G 0.8395 0.8511 1.228 18 800: 10%|█ | 24/233 [00:06<00:54, 3.85it/s] 25/30 5.63G 0.8383 0.8429 1.23 18 800: 10%|█ | 24/233 [00:06<00:54, 3.85it/s] 25/30 5.63G 0.8383 0.8429 1.23 18 800: 11%|█ | 25/233 [00:06<00:53, 3.91it/s] 25/30 5.63G 0.8306 0.832 1.222 18 800: 11%|█ | 25/233 [00:06<00:53, 3.91it/s] 25/30 5.63G 0.8306 0.832 1.222 18 800: 11%|█ | 26/233 [00:06<00:52, 3.95it/s] 25/30 5.63G 0.8345 0.8416 1.225 23 800: 11%|█ | 26/233 [00:07<00:52, 3.95it/s] 25/30 5.63G 0.8345 0.8416 1.225 23 800: 12%|█▏ | 27/233 [00:07<00:57, 3.56it/s] 25/30 5.63G 0.8292 0.8334 1.227 20 800: 12%|█▏ | 27/233 [00:07<00:57, 3.56it/s] 25/30 5.63G 0.8292 0.8334 1.227 20 800: 12%|█▏ | 28/233 [00:07<00:57, 3.54it/s] 25/30 5.63G 0.8395 0.8359 1.237 21 800: 12%|█▏ | 28/233 [00:07<00:57, 3.54it/s] 25/30 5.63G 0.8395 0.8359 1.237 21 800: 12%|█▏ | 29/233 [00:07<00:55, 3.65it/s] 25/30 5.63G 0.8383 0.8374 1.233 21 800: 12%|█▏ | 29/233 [00:07<00:55, 3.65it/s] 25/30 5.63G 0.8383 0.8374 1.233 21 800: 13%|█▎ | 30/233 [00:07<00:53, 3.76it/s] 25/30 5.63G 0.836 0.8355 1.231 20 800: 13%|█▎ | 30/233 [00:08<00:53, 3.76it/s] 25/30 5.63G 0.836 0.8355 1.231 20 800: 13%|█▎ | 31/233 [00:08<00:53, 3.77it/s] 25/30 5.63G 0.8372 0.8477 1.231 25 800: 13%|█▎ | 31/233 [00:08<00:53, 3.77it/s] 25/30 5.63G 0.8372 0.8477 1.231 25 800: 14%|█▎ | 32/233 [00:08<00:52, 3.85it/s] 25/30 5.63G 0.8344 0.8392 1.23 17 800: 14%|█▎ | 32/233 [00:08<00:52, 3.85it/s] 25/30 5.63G 0.8344 0.8392 1.23 17 800: 14%|█▍ | 33/233 [00:08<00:51, 3.91it/s] 25/30 5.63G 0.8384 0.8432 1.235 19 800: 14%|█▍ | 33/233 [00:08<00:51, 3.91it/s] 25/30 5.63G 0.8384 0.8432 1.235 19 800: 15%|█▍ | 34/233 [00:08<00:50, 3.96it/s] 25/30 5.63G 0.8394 0.8459 1.233 23 800: 15%|█▍ | 34/233 [00:09<00:50, 3.96it/s] 25/30 5.63G 0.8394 0.8459 1.233 23 800: 15%|█▌ | 35/233 [00:09<00:50, 3.91it/s] 25/30 5.63G 0.8391 0.8506 1.234 21 800: 15%|█▌ | 35/233 [00:09<00:50, 3.91it/s] 25/30 5.63G 0.8391 0.8506 1.234 21 800: 15%|█▌ | 36/233 [00:09<00:49, 3.95it/s] 25/30 5.63G 0.8355 0.8412 1.229 17 800: 15%|█▌ | 36/233 [00:09<00:49, 3.95it/s] 25/30 5.63G 0.8355 0.8412 1.229 17 800: 16%|█▌ | 37/233 [00:09<00:49, 3.98it/s] 25/30 5.63G 0.8388 0.8409 1.23 24 800: 16%|█▌ | 37/233 [00:09<00:49, 3.98it/s] 25/30 5.63G 0.8388 0.8409 1.23 24 800: 16%|█▋ | 38/233 [00:09<00:48, 3.99it/s] 25/30 5.63G 0.8399 0.8413 1.228 20 800: 16%|█▋ | 38/233 [00:10<00:48, 3.99it/s] 25/30 5.63G 0.8399 0.8413 1.228 20 800: 17%|█▋ | 39/233 [00:10<00:49, 3.90it/s] 25/30 5.63G 0.8369 0.8371 1.225 17 800: 17%|█▋ | 39/233 [00:10<00:49, 3.90it/s] 25/30 5.63G 0.8369 0.8371 1.225 17 800: 17%|█▋ | 40/233 [00:10<00:48, 3.95it/s] 25/30 5.63G 0.834 0.8307 1.222 17 800: 17%|█▋ | 40/233 [00:10<00:48, 3.95it/s] 25/30 5.63G 0.834 0.8307 1.222 17 800: 18%|█▊ | 41/233 [00:10<00:48, 3.98it/s] 25/30 5.63G 0.8379 0.8297 1.23 21 800: 18%|█▊ | 41/233 [00:10<00:48, 3.98it/s] 25/30 5.63G 0.8379 0.8297 1.23 21 800: 18%|█▊ | 42/233 [00:10<00:47, 3.98it/s] 25/30 5.63G 0.8362 0.8267 1.226 19 800: 18%|█▊ | 42/233 [00:11<00:47, 3.98it/s] 25/30 5.63G 0.8362 0.8267 1.226 19 800: 18%|█▊ | 43/233 [00:11<00:53, 3.57it/s] 25/30 5.63G 0.8321 0.8213 1.222 17 800: 18%|█▊ | 43/233 [00:11<00:53, 3.57it/s] 25/30 5.63G 0.8321 0.8213 1.222 17 800: 19%|█▉ | 44/233 [00:11<00:52, 3.63it/s] 25/30 5.63G 0.8398 0.835 1.227 30 800: 19%|█▉ | 44/233 [00:11<00:52, 3.63it/s] 25/30 5.63G 0.8398 0.835 1.227 30 800: 19%|█▉ | 45/233 [00:11<00:50, 3.73it/s] 25/30 5.63G 0.8386 0.8315 1.227 18 800: 19%|█▉ | 45/233 [00:11<00:50, 3.73it/s] 25/30 5.63G 0.8386 0.8315 1.227 18 800: 20%|█▉ | 46/233 [00:11<00:49, 3.79it/s] 25/30 5.63G 0.8428 0.8345 1.226 22 800: 20%|█▉ | 46/233 [00:12<00:49, 3.79it/s] 25/30 5.63G 0.8428 0.8345 1.226 22 800: 20%|██ | 47/233 [00:12<00:49, 3.77it/s] 25/30 5.63G 0.8451 0.8311 1.229 20 800: 20%|██ | 47/233 [00:12<00:49, 3.77it/s] 25/30 5.63G 0.8451 0.8311 1.229 20 800: 21%|██ | 48/233 [00:12<00:48, 3.82it/s] 25/30 5.63G 0.8469 0.8304 1.228 22 800: 21%|██ | 48/233 [00:12<00:48, 3.82it/s] 25/30 5.63G 0.8469 0.8304 1.228 22 800: 21%|██ | 49/233 [00:12<00:47, 3.85it/s] 25/30 5.63G 0.846 0.8324 1.227 20 800: 21%|██ | 49/233 [00:12<00:47, 3.85it/s] 25/30 5.63G 0.846 0.8324 1.227 20 800: 21%|██▏ | 50/233 [00:12<00:47, 3.86it/s] 25/30 5.63G 0.8439 0.8312 1.226 25 800: 21%|██▏ | 50/233 [00:13<00:47, 3.86it/s] 25/30 5.63G 0.8439 0.8312 1.226 25 800: 22%|██▏ | 51/233 [00:13<00:48, 3.74it/s] 25/30 5.63G 0.8416 0.8256 1.224 18 800: 22%|██▏ | 51/233 [00:13<00:48, 3.74it/s] 25/30 5.63G 0.8416 0.8256 1.224 18 800: 22%|██▏ | 52/233 [00:13<00:48, 3.69it/s] 25/30 5.63G 0.8424 0.8289 1.224 17 800: 22%|██▏ | 52/233 [00:13<00:48, 3.69it/s] 25/30 5.63G 0.8424 0.8289 1.224 17 800: 23%|██▎ | 53/233 [00:13<00:49, 3.64it/s] 25/30 5.63G 0.845 0.8287 1.227 18 800: 23%|██▎ | 53/233 [00:14<00:49, 3.64it/s] 25/30 5.63G 0.845 0.8287 1.227 18 800: 23%|██▎ | 54/233 [00:14<00:49, 3.61it/s] 25/30 5.63G 0.8517 0.8272 1.232 27 800: 23%|██▎ | 54/233 [00:14<00:49, 3.61it/s] 25/30 5.63G 0.8517 0.8272 1.232 27 800: 24%|██▎ | 55/233 [00:14<00:49, 3.58it/s] 25/30 5.63G 0.8503 0.8219 1.232 18 800: 24%|██▎ | 55/233 [00:14<00:49, 3.58it/s] 25/30 5.63G 0.8503 0.8219 1.232 18 800: 24%|██▍ | 56/233 [00:14<00:48, 3.61it/s] 25/30 5.63G 0.8495 0.8196 1.232 19 800: 24%|██▍ | 56/233 [00:14<00:48, 3.61it/s] 25/30 5.63G 0.8495 0.8196 1.232 19 800: 24%|██▍ | 57/233 [00:14<00:47, 3.70it/s] 25/30 5.63G 0.8467 0.8144 1.232 18 800: 24%|██▍ | 57/233 [00:15<00:47, 3.70it/s] 25/30 5.63G 0.8467 0.8144 1.232 18 800: 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[00:22<00:41, 3.66it/s] 25/30 5.63G 0.8364 0.8138 1.217 18 800: 36%|███▌ | 83/233 [00:22<00:41, 3.65it/s] 25/30 5.63G 0.8352 0.8103 1.216 18 800: 36%|███▌ | 83/233 [00:22<00:41, 3.65it/s] 25/30 5.63G 0.8352 0.8103 1.216 18 800: 36%|███▌ | 84/233 [00:22<00:39, 3.75it/s] 25/30 5.63G 0.833 0.8086 1.215 19 800: 36%|███▌ | 84/233 [00:22<00:39, 3.75it/s] 25/30 5.63G 0.833 0.8086 1.215 19 800: 36%|███▋ | 85/233 [00:22<00:38, 3.81it/s] 25/30 5.63G 0.8354 0.8114 1.215 22 800: 36%|███▋ | 85/233 [00:22<00:38, 3.81it/s] 25/30 5.63G 0.8354 0.8114 1.215 22 800: 37%|███▋ | 86/233 [00:22<00:38, 3.78it/s] 25/30 5.63G 0.8373 0.8137 1.217 20 800: 37%|███▋ | 86/233 [00:23<00:38, 3.78it/s] 25/30 5.63G 0.8373 0.8137 1.217 20 800: 37%|███▋ | 87/233 [00:23<00:38, 3.78it/s] 25/30 5.63G 0.8374 0.8153 1.218 25 800: 37%|███▋ | 87/233 [00:23<00:38, 3.78it/s] 25/30 5.63G 0.8374 0.8153 1.218 25 800: 38%|███▊ | 88/233 [00:23<00:37, 3.85it/s] 25/30 5.63G 0.8386 0.8176 1.218 25 800: 38%|███▊ | 88/233 [00:23<00:37, 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5.63G 0.8428 0.8241 1.219 17 800: 41%|████ | 95/233 [00:25<00:36, 3.79it/s] 25/30 5.63G 0.8412 0.8217 1.219 18 800: 41%|████ | 95/233 [00:25<00:36, 3.79it/s] 25/30 5.63G 0.8412 0.8217 1.219 18 800: 41%|████ | 96/233 [00:25<00:35, 3.86it/s] 25/30 5.63G 0.839 0.8195 1.218 19 800: 41%|████ | 96/233 [00:25<00:35, 3.86it/s] 25/30 5.63G 0.839 0.8195 1.218 19 800: 42%|████▏ | 97/233 [00:25<00:36, 3.78it/s] 25/30 5.63G 0.8384 0.8176 1.217 20 800: 42%|████▏ | 97/233 [00:26<00:36, 3.78it/s] 25/30 5.63G 0.8384 0.8176 1.217 20 800: 42%|████▏ | 98/233 [00:26<00:36, 3.72it/s] 25/30 5.63G 0.837 0.8154 1.216 18 800: 42%|████▏ | 98/233 [00:26<00:36, 3.72it/s] 25/30 5.63G 0.837 0.8154 1.216 18 800: 42%|████▏ | 99/233 [00:26<00:41, 3.24it/s] 25/30 5.63G 0.8355 0.815 1.215 17 800: 42%|████▏ | 99/233 [00:26<00:41, 3.24it/s] 25/30 5.63G 0.8355 0.815 1.215 17 800: 43%|████▎ | 100/233 [00:26<00:40, 3.30it/s] 25/30 5.63G 0.8392 0.8206 1.218 22 800: 43%|████▎ | 100/233 [00:27<00:40, 3.30it/s] 25/30 5.63G 0.8392 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[00:43<00:17, 4.00it/s] 25/30 5.63G 0.8364 0.8279 1.226 16 800: 71%|███████ | 166/233 [00:43<00:16, 4.01it/s] 25/30 5.63G 0.8354 0.8272 1.225 16 800: 71%|███████ | 166/233 [00:44<00:16, 4.01it/s] 25/30 5.63G 0.8354 0.8272 1.225 16 800: 72%|███████▏ | 167/233 [00:44<00:16, 3.94it/s] 25/30 5.63G 0.8345 0.8262 1.225 18 800: 72%|███████▏ | 167/233 [00:44<00:16, 3.94it/s] 25/30 5.63G 0.8345 0.8262 1.225 18 800: 72%|███████▏ | 168/233 [00:44<00:16, 3.98it/s] 25/30 5.63G 0.8348 0.8255 1.224 25 800: 72%|███████▏ | 168/233 [00:44<00:16, 3.98it/s] 25/30 5.63G 0.8348 0.8255 1.224 25 800: 73%|███████▎ | 169/233 [00:44<00:15, 4.00it/s] 25/30 5.63G 0.833 0.8245 1.223 17 800: 73%|███████▎ | 169/233 [00:44<00:15, 4.00it/s] 25/30 5.63G 0.833 0.8245 1.223 17 800: 73%|███████▎ | 170/233 [00:44<00:15, 4.02it/s] 25/30 5.63G 0.8321 0.8228 1.222 20 800: 73%|███████▎ | 170/233 [00:45<00:15, 4.02it/s] 25/30 5.63G 0.8321 0.8228 1.222 20 800: 73%|███████▎ | 171/233 [00:45<00:15, 3.94it/s] 25/30 5.63G 0.8329 0.825 1.222 26 800: 73%|███████▎ | 171/233 [00:45<00:15, 3.94it/s] 25/30 5.63G 0.8329 0.825 1.222 26 800: 74%|███████▍ | 172/233 [00:45<00:15, 3.97it/s] 25/30 5.63G 0.8351 0.8295 1.223 37 800: 74%|███████▍ | 172/233 [00:45<00:15, 3.97it/s] 25/30 5.63G 0.8351 0.8295 1.223 37 800: 74%|███████▍ | 173/233 [00:45<00:15, 3.99it/s] 25/30 5.63G 0.8351 0.8292 1.223 21 800: 74%|███████▍ | 173/233 [00:45<00:15, 3.99it/s] 25/30 5.63G 0.8351 0.8292 1.223 21 800: 75%|███████▍ | 174/233 [00:45<00:14, 4.01it/s] 25/30 5.63G 0.8346 0.8282 1.223 21 800: 75%|███████▍ | 174/233 [00:46<00:14, 4.01it/s] 25/30 5.63G 0.8346 0.8282 1.223 21 800: 75%|███████▌ | 175/233 [00:46<00:14, 3.93it/s] 25/30 5.63G 0.8368 0.832 1.225 23 800: 75%|███████▌ | 175/233 [00:46<00:14, 3.93it/s] 25/30 5.63G 0.8368 0.832 1.225 23 800: 76%|███████▌ | 176/233 [00:46<00:14, 3.97it/s] 25/30 5.63G 0.8384 0.8325 1.227 23 800: 76%|███████▌ | 176/233 [00:46<00:14, 3.97it/s] 25/30 5.63G 0.8384 0.8325 1.227 23 800: 76%|███████▌ | 177/233 [00:46<00:14, 4.00it/s] 25/30 5.63G 0.8391 0.8332 1.226 24 800: 76%|███████▌ | 177/233 [00:46<00:14, 4.00it/s] 25/30 5.63G 0.8391 0.8332 1.226 24 800: 76%|███████▋ | 178/233 [00:46<00:13, 4.02it/s] 25/30 5.63G 0.8377 0.8318 1.225 20 800: 76%|███████▋ | 178/233 [00:47<00:13, 4.02it/s] 25/30 5.63G 0.8377 0.8318 1.225 20 800: 77%|███████▋ | 179/233 [00:47<00:13, 3.94it/s] 25/30 5.63G 0.8389 0.8339 1.225 27 800: 77%|███████▋ | 179/233 [00:47<00:13, 3.94it/s] 25/30 5.63G 0.8389 0.8339 1.225 27 800: 77%|███████▋ | 180/233 [00:47<00:13, 3.97it/s] 25/30 5.63G 0.8381 0.8327 1.225 19 800: 77%|███████▋ | 180/233 [00:47<00:13, 3.97it/s] 25/30 5.63G 0.8381 0.8327 1.225 19 800: 78%|███████▊ | 181/233 [00:47<00:13, 3.99it/s] 25/30 5.63G 0.8384 0.8343 1.224 22 800: 78%|███████▊ | 181/233 [00:47<00:13, 3.99it/s] 25/30 5.63G 0.8384 0.8343 1.224 22 800: 78%|███████▊ | 182/233 [00:47<00:12, 4.01it/s] 25/30 5.63G 0.8373 0.834 1.223 20 800: 78%|███████▊ | 182/233 [00:48<00:12, 4.01it/s] 25/30 5.63G 0.8373 0.834 1.223 20 800: 79%|███████▊ | 183/233 [00:48<00:12, 3.94it/s] 25/30 5.63G 0.8384 0.8356 1.225 22 800: 79%|███████▊ | 183/233 [00:48<00:12, 3.94it/s] 25/30 5.63G 0.8384 0.8356 1.225 22 800: 79%|███████▉ | 184/233 [00:48<00:12, 3.91it/s] 25/30 5.63G 0.8389 0.8365 1.225 17 800: 79%|███████▉ | 184/233 [00:48<00:12, 3.91it/s] 25/30 5.63G 0.8389 0.8365 1.225 17 800: 79%|███████▉ | 185/233 [00:48<00:12, 3.93it/s] 25/30 5.63G 0.8377 0.8349 1.224 17 800: 79%|███████▉ | 185/233 [00:48<00:12, 3.93it/s] 25/30 5.63G 0.8377 0.8349 1.224 17 800: 80%|███████▉ | 186/233 [00:48<00:11, 3.97it/s] 25/30 5.63G 0.836 0.8343 1.223 17 800: 80%|███████▉ | 186/233 [00:49<00:11, 3.97it/s] 25/30 5.63G 0.836 0.8343 1.223 17 800: 80%|████████ | 187/233 [00:49<00:11, 3.93it/s] 25/30 5.63G 0.8377 0.8353 1.224 26 800: 80%|████████ | 187/233 [00:49<00:11, 3.93it/s] 25/30 5.63G 0.8377 0.8353 1.224 26 800: 81%|████████ | 188/233 [00:49<00:11, 3.97it/s] 25/30 5.63G 0.8393 0.8362 1.225 22 800: 81%|████████ | 188/233 [00:49<00:11, 3.97it/s] 25/30 5.63G 0.8393 0.8362 1.225 22 800: 81%|████████ | 189/233 [00:49<00:10, 4.00it/s] 25/30 5.63G 0.8375 0.836 1.225 18 800: 81%|████████ | 189/233 [00:49<00:10, 4.00it/s] 25/30 5.63G 0.8375 0.836 1.225 18 800: 82%|████████▏ | 190/233 [00:49<00:10, 4.02it/s] 25/30 5.63G 0.8387 0.8371 1.225 26 800: 82%|████████▏ | 190/233 [00:50<00:10, 4.02it/s] 25/30 5.63G 0.8387 0.8371 1.225 26 800: 82%|████████▏ | 191/233 [00:50<00:10, 3.95it/s] 25/30 5.63G 0.8393 0.8375 1.226 21 800: 82%|████████▏ | 191/233 [00:50<00:10, 3.95it/s] 25/30 5.63G 0.8393 0.8375 1.226 21 800: 82%|████████▏ | 192/233 [00:50<00:10, 3.99it/s] 25/30 5.63G 0.8404 0.8379 1.226 21 800: 82%|████████▏ | 192/233 [00:50<00:10, 3.99it/s] 25/30 5.63G 0.8404 0.8379 1.226 21 800: 83%|████████▎ | 193/233 [00:50<00:09, 4.01it/s] 25/30 5.63G 0.8413 0.8394 1.227 34 800: 83%|████████▎ | 193/233 [00:50<00:09, 4.01it/s] 25/30 5.63G 0.8413 0.8394 1.227 34 800: 83%|████████▎ | 194/233 [00:50<00:09, 4.02it/s] 25/30 5.63G 0.841 0.8382 1.228 20 800: 83%|████████▎ | 194/233 [00:51<00:09, 4.02it/s] 25/30 5.63G 0.841 0.8382 1.228 20 800: 84%|████████▎ | 195/233 [00:51<00:09, 3.95it/s] 25/30 5.63G 0.8414 0.839 1.228 23 800: 84%|████████▎ | 195/233 [00:51<00:09, 3.95it/s] 25/30 5.63G 0.8414 0.839 1.228 23 800: 84%|████████▍ | 196/233 [00:51<00:09, 3.98it/s] 25/30 5.63G 0.8427 0.84 1.228 23 800: 84%|████████▍ | 196/233 [00:51<00:09, 3.98it/s] 25/30 5.63G 0.8427 0.84 1.228 23 800: 85%|████████▍ | 197/233 [00:51<00:08, 4.01it/s] 25/30 5.63G 0.8431 0.8412 1.228 21 800: 85%|████████▍ | 197/233 [00:51<00:08, 4.01it/s] 25/30 5.63G 0.8431 0.8412 1.228 21 800: 85%|████████▍ | 198/233 [00:51<00:08, 4.02it/s] 25/30 5.63G 0.8436 0.8405 1.229 18 800: 85%|████████▍ | 198/233 [00:52<00:08, 4.02it/s] 25/30 5.63G 0.8436 0.8405 1.229 18 800: 85%|████████▌ | 199/233 [00:52<00:08, 3.91it/s] 25/30 5.63G 0.8441 0.8411 1.229 21 800: 85%|████████▌ | 199/233 [00:52<00:08, 3.91it/s] 25/30 5.63G 0.8441 0.8411 1.229 21 800: 86%|████████▌ | 200/233 [00:52<00:08, 3.96it/s] 25/30 5.63G 0.8433 0.8402 1.229 20 800: 86%|████████▌ | 200/233 [00:52<00:08, 3.96it/s] 25/30 5.63G 0.8433 0.8402 1.229 20 800: 86%|████████▋ | 201/233 [00:52<00:08, 4.00it/s] 25/30 5.63G 0.8426 0.8396 1.228 22 800: 86%|████████▋ | 201/233 [00:52<00:08, 4.00it/s] 25/30 5.63G 0.8426 0.8396 1.228 22 800: 87%|████████▋ | 202/233 [00:52<00:07, 4.02it/s] 25/30 5.63G 0.8432 0.8402 1.229 21 800: 87%|████████▋ | 202/233 [00:53<00:07, 4.02it/s] 25/30 5.63G 0.8432 0.8402 1.229 21 800: 87%|████████▋ | 203/233 [00:53<00:07, 3.95it/s] 25/30 5.63G 0.8433 0.8402 1.23 23 800: 87%|████████▋ | 203/233 [00:53<00:07, 3.95it/s] 25/30 5.63G 0.8433 0.8402 1.23 23 800: 88%|████████▊ | 204/233 [00:53<00:07, 4.00it/s] 25/30 5.63G 0.8423 0.8391 1.228 19 800: 88%|████████▊ | 204/233 [00:53<00:07, 4.00it/s] 25/30 5.63G 0.8423 0.8391 1.228 19 800: 88%|████████▊ | 205/233 [00:53<00:06, 4.02it/s] 25/30 5.63G 0.8416 0.8382 1.229 20 800: 88%|████████▊ | 205/233 [00:53<00:06, 4.02it/s] 25/30 5.63G 0.8416 0.8382 1.229 20 800: 88%|████████▊ | 206/233 [00:53<00:06, 4.03it/s] 25/30 5.63G 0.8414 0.8378 1.229 21 800: 88%|████████▊ | 206/233 [00:54<00:06, 4.03it/s] 25/30 5.63G 0.8414 0.8378 1.229 21 800: 89%|████████▉ | 207/233 [00:54<00:06, 3.96it/s] 25/30 5.63G 0.8411 0.8374 1.229 22 800: 89%|████████▉ | 207/233 [00:54<00:06, 3.96it/s] 25/30 5.63G 0.8411 0.8374 1.229 22 800: 89%|████████▉ | 208/233 [00:54<00:06, 3.89it/s] 25/30 5.63G 0.8404 0.8379 1.229 18 800: 89%|████████▉ | 208/233 [00:54<00:06, 3.89it/s] 25/30 5.63G 0.8404 0.8379 1.229 18 800: 90%|████████▉ | 209/233 [00:54<00:06, 3.76it/s] 25/30 5.63G 0.8415 0.8389 1.23 21 800: 90%|████████▉ | 209/233 [00:54<00:06, 3.76it/s] 25/30 5.63G 0.8415 0.8389 1.23 21 800: 90%|█████████ | 210/233 [00:54<00:06, 3.68it/s] 25/30 5.63G 0.842 0.8386 1.23 23 800: 90%|█████████ | 210/233 [00:55<00:06, 3.68it/s] 25/30 5.63G 0.842 0.8386 1.23 23 800: 91%|█████████ | 211/233 [00:55<00:06, 3.58it/s] 25/30 5.63G 0.8415 0.8377 1.229 22 800: 91%|█████████ | 211/233 [00:55<00:06, 3.58it/s] 25/30 5.63G 0.8415 0.8377 1.229 22 800: 91%|█████████ | 212/233 [00:55<00:05, 3.60it/s] 25/30 5.63G 0.8405 0.8365 1.228 20 800: 91%|█████████ | 212/233 [00:55<00:05, 3.60it/s] 25/30 5.63G 0.8405 0.8365 1.228 20 800: 91%|█████████▏| 213/233 [00:55<00:05, 3.59it/s] 25/30 5.63G 0.8397 0.8354 1.228 19 800: 91%|█████████▏| 213/233 [00:56<00:05, 3.59it/s] 25/30 5.63G 0.8397 0.8354 1.228 19 800: 92%|█████████▏| 214/233 [00:56<00:05, 3.61it/s] 25/30 5.63G 0.8403 0.8364 1.228 24 800: 92%|█████████▏| 214/233 [00:56<00:05, 3.61it/s] 25/30 5.63G 0.8403 0.8364 1.228 24 800: 92%|█████████▏| 215/233 [00:56<00:05, 3.53it/s] 25/30 5.63G 0.839 0.8351 1.227 17 800: 92%|█████████▏| 215/233 [00:56<00:05, 3.53it/s] 25/30 5.63G 0.839 0.8351 1.227 17 800: 93%|█████████▎| 216/233 [00:56<00:04, 3.54it/s] 25/30 5.63G 0.8389 0.8362 1.227 24 800: 93%|█████████▎| 216/233 [00:56<00:04, 3.54it/s] 25/30 5.63G 0.8389 0.8362 1.227 24 800: 93%|█████████▎| 217/233 [00:56<00:04, 3.53it/s] 25/30 5.63G 0.8401 0.839 1.228 33 800: 93%|█████████▎| 217/233 [00:57<00:04, 3.53it/s] 25/30 5.63G 0.8401 0.839 1.228 33 800: 94%|█████████▎| 218/233 [00:57<00:04, 3.55it/s] 25/30 5.63G 0.8389 0.8385 1.227 18 800: 94%|█████████▎| 218/233 [00:57<00:04, 3.55it/s] 25/30 5.63G 0.8389 0.8385 1.227 18 800: 94%|█████████▍| 219/233 [00:57<00:04, 3.50it/s] 25/30 5.63G 0.8396 0.8397 1.228 29 800: 94%|█████████▍| 219/233 [00:57<00:04, 3.50it/s] 25/30 5.63G 0.8396 0.8397 1.228 29 800: 94%|█████████▍| 220/233 [00:57<00:03, 3.49it/s] 25/30 5.63G 0.8393 0.8389 1.228 19 800: 94%|█████████▍| 220/233 [00:58<00:03, 3.49it/s] 25/30 5.63G 0.8393 0.8389 1.228 19 800: 95%|█████████▍| 221/233 [00:58<00:03, 3.48it/s] 25/30 5.63G 0.8388 0.8381 1.227 18 800: 95%|█████████▍| 221/233 [00:58<00:03, 3.48it/s] 25/30 5.63G 0.8388 0.8381 1.227 18 800: 95%|█████████▌| 222/233 [00:58<00:03, 3.50it/s] 25/30 5.63G 0.8385 0.8381 1.227 22 800: 95%|█████████▌| 222/233 [00:58<00:03, 3.50it/s] 25/30 5.63G 0.8385 0.8381 1.227 22 800: 96%|█████████▌| 223/233 [00:58<00:02, 3.43it/s] 25/30 5.63G 0.8381 0.8372 1.227 18 800: 96%|█████████▌| 223/233 [00:58<00:02, 3.43it/s] 25/30 5.63G 0.8381 0.8372 1.227 18 800: 96%|█████████▌| 224/233 [00:58<00:02, 3.59it/s] 25/30 5.63G 0.8386 0.8383 1.227 25 800: 96%|█████████▌| 224/233 [00:59<00:02, 3.59it/s] 25/30 5.63G 0.8386 0.8383 1.227 25 800: 97%|█████████▋| 225/233 [00:59<00:02, 3.72it/s] 25/30 5.63G 0.838 0.8379 1.227 18 800: 97%|█████████▋| 225/233 [00:59<00:02, 3.72it/s] 25/30 5.63G 0.838 0.8379 1.227 18 800: 97%|█████████▋| 226/233 [00:59<00:01, 3.81it/s] 25/30 5.63G 0.8375 0.8369 1.226 17 800: 97%|█████████▋| 226/233 [00:59<00:01, 3.81it/s] 25/30 5.63G 0.8375 0.8369 1.226 17 800: 97%|█████████▋| 227/233 [00:59<00:01, 3.80it/s] 25/30 5.63G 0.8377 0.8374 1.227 23 800: 97%|█████████▋| 227/233 [00:59<00:01, 3.80it/s] 25/30 5.63G 0.8377 0.8374 1.227 23 800: 98%|█████████▊| 228/233 [00:59<00:01, 3.78it/s] 25/30 5.63G 0.8387 0.8401 1.227 27 800: 98%|█████████▊| 228/233 [01:00<00:01, 3.78it/s] 25/30 5.63G 0.8387 0.8401 1.227 27 800: 98%|█████████▊| 229/233 [01:00<00:01, 3.80it/s] 25/30 5.63G 0.8387 0.8394 1.227 22 800: 98%|█████████▊| 229/233 [01:00<00:01, 3.80it/s] 25/30 5.63G 0.8387 0.8394 1.227 22 800: 99%|█████████▊| 230/233 [01:00<00:00, 3.81it/s] 25/30 5.63G 0.8388 0.8389 1.226 20 800: 99%|█████████▊| 230/233 [01:00<00:00, 3.81it/s] 25/30 5.63G 0.8388 0.8389 1.226 20 800: 99%|█████████▉| 231/233 [01:00<00:00, 3.73it/s] 25/30 5.63G 0.8389 0.8384 1.226 20 800: 99%|█████████▉| 231/233 [01:01<00:00, 3.73it/s] 25/30 5.63G 0.8389 0.8384 1.226 20 800: 100%|█████████▉| 232/233 [01:01<00:00, 3.78it/s] 25/30 6.23G 0.8394 0.8382 1.226 6 800: 100%|█████████▉| 232/233 [01:01<00:00, 3.78it/s] 25/30 6.23G 0.8394 0.8382 1.226 6 800: 100%|██████████| 233/233 [01:01<00:00, 4.58it/s] 25/30 6.23G 0.8394 0.8382 1.226 6 800: 100%|██████████| 233/233 [01:01<00:00, 3.81it/s] Class Images Instances Box(P R mAP50 mAP50-95): 0%| | 0/7 [00:00<?, ?it/s] Class Images Instances Box(P R mAP50 mAP50-95): 14%|█▍ | 1/7 [00:00<00:01, 4.03it/s] Class Images Instances Box(P R mAP50 mAP50-95): 29%|██▊ | 2/7 [00:00<00:01, 3.99it/s] Class Images Instances Box(P R mAP50 mAP50-95): 43%|████▎ | 3/7 [00:00<00:00, 4.18it/s] Class Images Instances Box(P R mAP50 mAP50-95): 57%|█████▋ | 4/7 [00:00<00:00, 4.41it/s] Class Images Instances Box(P R mAP50 mAP50-95): 71%|███████▏ | 5/7 [00:01<00:00, 4.55it/s] Class Images Instances Box(P R mAP50 mAP50-95): 86%|████████▌ | 6/7 [00:01<00:00, 4.66it/s] Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 7/7 [00:01<00:00, 4.95it/s] all 200 249 0.867 0.731 0.804 0.581 Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size 0%| | 0/233 [00:00<?, ?it/s] 26/30 5.62G 0.7878 0.9023 1.179 24 800: 0%| | 0/233 [00:00<?, ?it/s] 26/30 5.62G 0.7878 0.9023 1.179 24 800: 0%| | 1/233 [00:00<01:11, 3.25it/s] 26/30 5.64G 0.9734 1.106 1.209 38 800: 0%| | 1/233 [00:00<01:11, 3.25it/s] 26/30 5.64G 0.9734 1.106 1.209 38 800: 1%| | 2/233 [00:00<01:09, 3.31it/s] 26/30 5.64G 0.9717 1.127 1.217 34 800: 1%| | 2/233 [00:00<01:09, 3.31it/s] 26/30 5.64G 0.9717 1.127 1.217 34 800: 1%|▏ | 3/233 [00:00<01:06, 3.47it/s] 26/30 5.64G 0.9228 1.062 1.172 22 800: 1%|▏ | 3/233 [00:01<01:06, 3.47it/s] 26/30 5.64G 0.9228 1.062 1.172 22 800: 2%|▏ | 4/233 [00:01<01:04, 3.57it/s] 26/30 5.64G 0.8609 0.9576 1.143 16 800: 2%|▏ | 4/233 [00:01<01:04, 3.57it/s] 26/30 5.64G 0.8609 0.9576 1.143 16 800: 2%|▏ | 5/233 [00:01<01:01, 3.70it/s] 26/30 5.64G 0.8587 0.9162 1.149 20 800: 2%|▏ | 5/233 [00:01<01:01, 3.70it/s] 26/30 5.64G 0.8587 0.9162 1.149 20 800: 3%|▎ | 6/233 [00:01<01:00, 3.72it/s] 26/30 5.64G 0.8227 0.8624 1.138 17 800: 3%|▎ | 6/233 [00:01<01:00, 3.72it/s] 26/30 5.64G 0.8227 0.8624 1.138 17 800: 3%|▎ | 7/233 [00:01<00:59, 3.79it/s] 26/30 5.64G 0.8385 0.8632 1.178 20 800: 3%|▎ | 7/233 [00:02<00:59, 3.79it/s] 26/30 5.64G 0.8385 0.8632 1.178 20 800: 3%|▎ | 8/233 [00:02<00:59, 3.77it/s] 26/30 5.64G 0.8544 0.8813 1.186 24 800: 3%|▎ | 8/233 [00:02<00:59, 3.77it/s] 26/30 5.64G 0.8544 0.8813 1.186 24 800: 4%|▍ | 9/233 [00:02<01:00, 3.71it/s] 26/30 5.64G 0.8518 0.8584 1.208 20 800: 4%|▍ | 9/233 [00:02<01:00, 3.71it/s] 26/30 5.64G 0.8518 0.8584 1.208 20 800: 4%|▍ | 10/233 [00:02<01:02, 3.59it/s] 26/30 5.64G 0.8396 0.859 1.205 20 800: 4%|▍ | 10/233 [00:03<01:02, 3.59it/s] 26/30 5.64G 0.8396 0.859 1.205 20 800: 5%|▍ | 11/233 [00:03<01:01, 3.60it/s] 26/30 5.64G 0.8218 0.8282 1.204 16 800: 5%|▍ | 11/233 [00:03<01:01, 3.60it/s] 26/30 5.64G 0.8218 0.8282 1.204 16 800: 5%|▌ | 12/233 [00:03<00:59, 3.73it/s] 26/30 5.64G 0.8298 0.822 1.212 19 800: 5%|▌ | 12/233 [00:03<00:59, 3.73it/s] 26/30 5.64G 0.8298 0.822 1.212 19 800: 6%|▌ | 13/233 [00:03<00:57, 3.82it/s] 26/30 5.64G 0.8114 0.8013 1.205 18 800: 6%|▌ | 13/233 [00:03<00:57, 3.82it/s] 26/30 5.64G 0.8114 0.8013 1.205 18 800: 6%|▌ | 14/233 [00:03<00:57, 3.82it/s] 26/30 5.64G 0.8175 0.8058 1.199 19 800: 6%|▌ | 14/233 [00:04<00:57, 3.82it/s] 26/30 5.64G 0.8175 0.8058 1.199 19 800: 6%|▋ | 15/233 [00:04<00:55, 3.90it/s] 26/30 5.64G 0.8128 0.8007 1.2 18 800: 6%|▋ | 15/233 [00:04<00:55, 3.90it/s] 26/30 5.64G 0.8128 0.8007 1.2 18 800: 7%|▋ | 16/233 [00:04<00:54, 3.95it/s] 26/30 5.64G 0.8211 0.8079 1.202 25 800: 7%|▋ | 16/233 [00:04<00:54, 3.95it/s] 26/30 5.64G 0.8211 0.8079 1.202 25 800: 7%|▋ | 17/233 [00:04<00:55, 3.89it/s] 26/30 5.64G 0.824 0.8177 1.201 27 800: 7%|▋ | 17/233 [00:04<00:55, 3.89it/s] 26/30 5.64G 0.824 0.8177 1.201 27 800: 8%|▊ | 18/233 [00:04<00:56, 3.79it/s] 26/30 5.64G 0.8101 0.8121 1.193 20 800: 8%|▊ | 18/233 [00:05<00:56, 3.79it/s] 26/30 5.64G 0.8101 0.8121 1.193 20 800: 8%|▊ | 19/233 [00:05<00:55, 3.84it/s] 26/30 5.64G 0.8225 0.8157 1.206 25 800: 8%|▊ | 19/233 [00:05<00:55, 3.84it/s] 26/30 5.64G 0.8225 0.8157 1.206 25 800: 9%|▊ | 20/233 [00:05<00:55, 3.81it/s] 26/30 5.64G 0.8216 0.8122 1.212 19 800: 9%|▊ | 20/233 [00:05<00:55, 3.81it/s] 26/30 5.64G 0.8216 0.8122 1.212 19 800: 9%|▉ | 21/233 [00:05<00:55, 3.84it/s] 26/30 5.64G 0.8299 0.8301 1.213 30 800: 9%|▉ | 21/233 [00:05<00:55, 3.84it/s] 26/30 5.64G 0.8299 0.8301 1.213 30 800: 9%|▉ | 22/233 [00:05<00:55, 3.81it/s] 26/30 5.64G 0.8198 0.821 1.208 20 800: 9%|▉ | 22/233 [00:06<00:55, 3.81it/s] 26/30 5.64G 0.8198 0.821 1.208 20 800: 10%|▉ | 23/233 [00:06<00:55, 3.81it/s] 26/30 5.64G 0.8054 0.8064 1.201 17 800: 10%|▉ | 23/233 [00:06<00:55, 3.81it/s] 26/30 5.64G 0.8054 0.8064 1.201 17 800: 10%|█ | 24/233 [00:06<00:53, 3.88it/s] 26/30 5.64G 0.8043 0.8025 1.199 19 800: 10%|█ | 24/233 [00:06<00:53, 3.88it/s] 26/30 5.64G 0.8043 0.8025 1.199 19 800: 11%|█ | 25/233 [00:06<00:52, 3.93it/s] 26/30 5.64G 0.8126 0.8121 1.209 22 800: 11%|█ | 25/233 [00:06<00:52, 3.93it/s] 26/30 5.64G 0.8126 0.8121 1.209 22 800: 11%|█ | 26/233 [00:06<00:53, 3.87it/s] 26/30 5.64G 0.8088 0.7989 1.205 18 800: 11%|█ | 26/233 [00:07<00:53, 3.87it/s] 26/30 5.64G 0.8088 0.7989 1.205 18 800: 12%|█▏ | 27/233 [00:07<00:52, 3.91it/s] 26/30 5.64G 0.8144 0.8087 1.21 25 800: 12%|█▏ | 27/233 [00:07<00:52, 3.91it/s] 26/30 5.64G 0.8144 0.8087 1.21 25 800: 12%|█▏ | 28/233 [00:07<00:53, 3.81it/s] 26/30 5.64G 0.8246 0.8253 1.214 23 800: 12%|█▏ | 28/233 [00:07<00:53, 3.81it/s] 26/30 5.64G 0.8246 0.8253 1.214 23 800: 12%|█▏ | 29/233 [00:07<00:54, 3.72it/s] 26/30 5.64G 0.8318 0.8275 1.222 24 800: 12%|█▏ | 29/233 [00:08<00:54, 3.72it/s] 26/30 5.64G 0.8318 0.8275 1.222 24 800: 13%|█▎ | 30/233 [00:08<00:56, 3.62it/s] 26/30 5.64G 0.8218 0.8158 1.214 17 800: 13%|█▎ | 30/233 [00:08<00:56, 3.62it/s] 26/30 5.64G 0.8218 0.8158 1.214 17 800: 13%|█▎ | 31/233 [00:08<00:54, 3.74it/s] 26/30 5.64G 0.8186 0.8085 1.214 18 800: 13%|█▎ | 31/233 [00:08<00:54, 3.74it/s] 26/30 5.64G 0.8186 0.8085 1.214 18 800: 14%|█▎ | 32/233 [00:08<00:52, 3.80it/s] 26/30 5.64G 0.8156 0.8016 1.209 19 800: 14%|█▎ | 32/233 [00:08<00:52, 3.80it/s] 26/30 5.64G 0.8156 0.8016 1.209 19 800: 14%|█▍ | 33/233 [00:08<00:51, 3.87it/s] 26/30 5.64G 0.8258 0.8064 1.213 18 800: 14%|█▍ | 33/233 [00:09<00:51, 3.87it/s] 26/30 5.64G 0.8258 0.8064 1.213 18 800: 15%|█▍ | 34/233 [00:09<00:51, 3.85it/s] 26/30 5.64G 0.8303 0.8072 1.217 20 800: 15%|█▍ | 34/233 [00:09<00:51, 3.85it/s] 26/30 5.64G 0.8303 0.8072 1.217 20 800: 15%|█▌ | 35/233 [00:09<00:50, 3.91it/s] 26/30 5.64G 0.8305 0.8007 1.217 18 800: 15%|█▌ | 35/233 [00:09<00:50, 3.91it/s] 26/30 5.64G 0.8305 0.8007 1.217 18 800: 15%|█▌ | 36/233 [00:09<00:50, 3.88it/s] 26/30 5.64G 0.8333 0.8063 1.221 24 800: 15%|█▌ | 36/233 [00:09<00:50, 3.88it/s] 26/30 5.64G 0.8333 0.8063 1.221 24 800: 16%|█▌ | 37/233 [00:09<00:51, 3.78it/s] 26/30 5.64G 0.8296 0.8039 1.219 21 800: 16%|█▌ | 37/233 [00:10<00:51, 3.78it/s] 26/30 5.64G 0.8296 0.8039 1.219 21 800: 16%|█▋ | 38/233 [00:10<00:52, 3.68it/s] 26/30 5.64G 0.8294 0.8067 1.218 20 800: 16%|█▋ | 38/233 [00:10<00:52, 3.68it/s] 26/30 5.64G 0.8294 0.8067 1.218 20 800: 17%|█▋ | 39/233 [00:10<00:51, 3.76it/s] 26/30 5.64G 0.8274 0.8202 1.219 18 800: 17%|█▋ | 39/233 [00:10<00:51, 3.76it/s] 26/30 5.64G 0.8274 0.8202 1.219 18 800: 17%|█▋ | 40/233 [00:10<00:50, 3.85it/s] 26/30 5.64G 0.8298 0.8202 1.22 18 800: 17%|█▋ | 40/233 [00:10<00:50, 3.85it/s] 26/30 5.64G 0.8298 0.8202 1.22 18 800: 18%|█▊ | 41/233 [00:10<00:49, 3.92it/s] 26/30 5.64G 0.8323 0.8196 1.22 21 800: 18%|█▊ | 41/233 [00:11<00:49, 3.92it/s] 26/30 5.64G 0.8323 0.8196 1.22 21 800: 18%|█▊ | 42/233 [00:11<00:50, 3.79it/s] 26/30 5.64G 0.842 0.8288 1.23 21 800: 18%|█▊ | 42/233 [00:11<00:50, 3.79it/s] 26/30 5.64G 0.842 0.8288 1.23 21 800: 18%|█▊ | 43/233 [00:11<00:49, 3.84it/s] 26/30 5.64G 0.8411 0.825 1.228 19 800: 18%|█▊ | 43/233 [00:11<00:49, 3.84it/s] 26/30 5.64G 0.8411 0.825 1.228 19 800: 19%|█▉ | 44/233 [00:11<00:48, 3.89it/s] 26/30 5.64G 0.8369 0.8198 1.224 20 800: 19%|█▉ | 44/233 [00:11<00:48, 3.89it/s] 26/30 5.64G 0.8369 0.8198 1.224 20 800: 19%|█▉ | 45/233 [00:11<00:47, 3.92it/s] 26/30 5.64G 0.836 0.82 1.222 19 800: 19%|█▉ | 45/233 [00:12<00:47, 3.92it/s] 26/30 5.64G 0.836 0.82 1.222 19 800: 20%|█▉ | 46/233 [00:12<00:48, 3.85it/s] 26/30 5.64G 0.8315 0.8154 1.218 17 800: 20%|█▉ | 46/233 [00:12<00:48, 3.85it/s] 26/30 5.64G 0.8315 0.8154 1.218 17 800: 20%|██ | 47/233 [00:12<00:47, 3.92it/s] 26/30 5.64G 0.8373 0.8191 1.226 24 800: 20%|██ | 47/233 [00:12<00:47, 3.92it/s] 26/30 5.64G 0.8373 0.8191 1.226 24 800: 21%|██ | 48/233 [00:12<00:46, 3.96it/s] 26/30 5.64G 0.8353 0.8169 1.223 20 800: 21%|██ | 48/233 [00:12<00:46, 3.96it/s] 26/30 5.64G 0.8353 0.8169 1.223 20 800: 21%|██ | 49/233 [00:12<00:46, 3.99it/s] 26/30 5.64G 0.8314 0.8112 1.22 18 800: 21%|██ | 49/233 [00:13<00:46, 3.99it/s] 26/30 5.64G 0.8314 0.8112 1.22 18 800: 21%|██▏ | 50/233 [00:13<00:46, 3.92it/s] 26/30 5.64G 0.8277 0.8119 1.219 21 800: 21%|██▏ | 50/233 [00:13<00:46, 3.92it/s] 26/30 5.64G 0.8277 0.8119 1.219 21 800: 22%|██▏ | 51/233 [00:13<00:46, 3.93it/s] 26/30 5.64G 0.8304 0.8102 1.224 21 800: 22%|██▏ | 51/233 [00:13<00:46, 3.93it/s] 26/30 5.64G 0.8304 0.8102 1.224 21 800: 22%|██▏ | 52/233 [00:13<00:45, 3.97it/s] 26/30 5.64G 0.8304 0.8103 1.225 24 800: 22%|██▏ | 52/233 [00:13<00:45, 3.97it/s] 26/30 5.64G 0.8304 0.8103 1.225 24 800: 23%|██▎ | 53/233 [00:13<00:44, 4.00it/s] 26/30 5.64G 0.8276 0.8074 1.223 19 800: 23%|██▎ | 53/233 [00:14<00:44, 4.00it/s] 26/30 5.64G 0.8276 0.8074 1.223 19 800: 23%|██▎ | 54/233 [00:14<00:45, 3.94it/s] 26/30 5.64G 0.8258 0.8075 1.221 21 800: 23%|██▎ | 54/233 [00:14<00:45, 3.94it/s] 26/30 5.64G 0.8258 0.8075 1.221 21 800: 24%|██▎ | 55/233 [00:14<00:44, 3.96it/s] 26/30 5.64G 0.8266 0.8103 1.22 24 800: 24%|██▎ | 55/233 [00:14<00:44, 3.96it/s] 26/30 5.64G 0.8266 0.8103 1.22 24 800: 24%|██▍ | 56/233 [00:14<00:44, 3.98it/s] 26/30 5.64G 0.8213 0.8042 1.215 18 800: 24%|██▍ | 56/233 [00:14<00:44, 3.98it/s] 26/30 5.64G 0.8213 0.8042 1.215 18 800: 24%|██▍ | 57/233 [00:14<00:44, 4.00it/s] 26/30 5.64G 0.82 0.8002 1.211 19 800: 24%|██▍ | 57/233 [00:15<00:44, 4.00it/s] 26/30 5.64G 0.82 0.8002 1.211 19 800: 25%|██▍ | 58/233 [00:15<00:44, 3.95it/s] 26/30 5.64G 0.8203 0.8006 1.212 18 800: 25%|██▍ | 58/233 [00:15<00:44, 3.95it/s] 26/30 5.64G 0.8203 0.8006 1.212 18 800: 25%|██▌ | 59/233 [00:15<00:43, 3.98it/s] 26/30 5.64G 0.8206 0.7978 1.213 17 800: 25%|██▌ | 59/233 [00:15<00:43, 3.98it/s] 26/30 5.64G 0.8206 0.7978 1.213 17 800: 26%|██▌ | 60/233 [00:15<00:43, 4.01it/s] 26/30 5.64G 0.8199 0.7976 1.216 18 800: 26%|██▌ | 60/233 [00:15<00:43, 4.01it/s] 26/30 5.64G 0.8199 0.7976 1.216 18 800: 26%|██▌ | 61/233 [00:15<00:42, 4.03it/s] 26/30 5.64G 0.8206 0.8018 1.214 24 800: 26%|██▌ | 61/233 [00:16<00:42, 4.03it/s] 26/30 5.64G 0.8206 0.8018 1.214 24 800: 27%|██▋ | 62/233 [00:16<00:42, 3.98it/s] 26/30 5.64G 0.8184 0.801 1.212 19 800: 27%|██▋ | 62/233 [00:16<00:42, 3.98it/s] 26/30 5.64G 0.8184 0.801 1.212 19 800: 27%|██▋ | 63/233 [00:16<00:42, 4.01it/s] 26/30 5.64G 0.8178 0.7999 1.212 17 800: 27%|██▋ | 63/233 [00:16<00:42, 4.01it/s] 26/30 5.64G 0.8178 0.7999 1.212 17 800: 27%|██▋ | 64/233 [00:16<00:41, 4.02it/s] 26/30 5.64G 0.8173 0.7994 1.212 19 800: 27%|██▋ | 64/233 [00:16<00:41, 4.02it/s] 26/30 5.64G 0.8173 0.7994 1.212 19 800: 28%|██▊ | 65/233 [00:16<00:41, 4.04it/s] 26/30 5.64G 0.8144 0.7959 1.211 22 800: 28%|██▊ | 65/233 [00:17<00:41, 4.04it/s] 26/30 5.64G 0.8144 0.7959 1.211 22 800: 28%|██▊ | 66/233 [00:17<00:43, 3.84it/s] 26/30 5.64G 0.816 0.7976 1.215 20 800: 28%|██▊ | 66/233 [00:17<00:43, 3.84it/s] 26/30 5.64G 0.816 0.7976 1.215 20 800: 29%|██▉ | 67/233 [00:17<00:42, 3.90it/s] 26/30 5.64G 0.8172 0.7979 1.215 22 800: 29%|██▉ | 67/233 [00:17<00:42, 3.90it/s] 26/30 5.64G 0.8172 0.7979 1.215 22 800: 29%|██▉ | 68/233 [00:17<00:42, 3.92it/s] 26/30 5.64G 0.8169 0.7965 1.214 18 800: 29%|██▉ | 68/233 [00:17<00:42, 3.92it/s] 26/30 5.64G 0.8169 0.7965 1.214 18 800: 30%|██▉ | 69/233 [00:17<00:41, 3.93it/s] 26/30 5.64G 0.816 0.7974 1.213 23 800: 30%|██▉ | 69/233 [00:18<00:41, 3.93it/s] 26/30 5.64G 0.816 0.7974 1.213 23 800: 30%|███ | 70/233 [00:18<00:43, 3.77it/s] 26/30 5.64G 0.8135 0.7938 1.21 18 800: 30%|███ | 70/233 [00:18<00:43, 3.77it/s] 26/30 5.64G 0.8135 0.7938 1.21 18 800: 30%|███ | 71/233 [00:18<00:43, 3.76it/s] 26/30 5.64G 0.8105 0.7947 1.209 20 800: 30%|███ | 71/233 [00:18<00:43, 3.76it/s] 26/30 5.64G 0.8105 0.7947 1.209 20 800: 31%|███ | 72/233 [00:18<00:43, 3.74it/s] 26/30 5.64G 0.8131 0.8006 1.21 22 800: 31%|███ | 72/233 [00:19<00:43, 3.74it/s] 26/30 5.64G 0.8131 0.8006 1.21 22 800: 31%|███▏ | 73/233 [00:19<00:41, 3.83it/s] 26/30 5.64G 0.8102 0.7962 1.207 16 800: 31%|███▏ | 73/233 [00:19<00:41, 3.83it/s] 26/30 5.64G 0.8102 0.7962 1.207 16 800: 32%|███▏ | 74/233 [00:19<00:41, 3.81it/s] 26/30 5.64G 0.8089 0.7945 1.205 18 800: 32%|███▏ | 74/233 [00:19<00:41, 3.81it/s] 26/30 5.64G 0.8089 0.7945 1.205 18 800: 32%|███▏ | 75/233 [00:19<00:40, 3.87it/s] 26/30 5.64G 0.8102 0.7964 1.205 21 800: 32%|███▏ | 75/233 [00:19<00:40, 3.87it/s] 26/30 5.64G 0.8102 0.7964 1.205 21 800: 33%|███▎ | 76/233 [00:19<00:39, 3.93it/s] 26/30 5.64G 0.8114 0.8027 1.205 25 800: 33%|███▎ | 76/233 [00:20<00:39, 3.93it/s] 26/30 5.64G 0.8114 0.8027 1.205 25 800: 33%|███▎ | 77/233 [00:20<00:40, 3.88it/s] 26/30 5.64G 0.8134 0.8051 1.206 24 800: 33%|███▎ | 77/233 [00:20<00:40, 3.88it/s] 26/30 5.64G 0.8134 0.8051 1.206 24 800: 33%|███▎ | 78/233 [00:20<00:41, 3.72it/s] 26/30 5.64G 0.8147 0.8062 1.206 20 800: 33%|███▎ | 78/233 [00:20<00:41, 3.72it/s] 26/30 5.64G 0.8147 0.8062 1.206 20 800: 34%|███▍ | 79/233 [00:20<00:41, 3.68it/s] 26/30 5.64G 0.8173 0.811 1.206 20 800: 34%|███▍ | 79/233 [00:20<00:41, 3.68it/s] 26/30 5.64G 0.8173 0.811 1.206 20 800: 34%|███▍ | 80/233 [00:20<00:41, 3.68it/s] 26/30 5.64G 0.8147 0.809 1.205 19 800: 34%|███▍ | 80/233 [00:21<00:41, 3.68it/s] 26/30 5.64G 0.8147 0.809 1.205 19 800: 35%|███▍ | 81/233 [00:21<00:40, 3.76it/s] 26/30 5.64G 0.8144 0.8081 1.203 18 800: 35%|███▍ | 81/233 [00:21<00:40, 3.76it/s] 26/30 5.64G 0.8144 0.8081 1.203 18 800: 35%|███▌ | 82/233 [00:21<00:40, 3.76it/s] 26/30 5.64G 0.8133 0.8058 1.202 21 800: 35%|███▌ | 82/233 [00:21<00:40, 3.76it/s] 26/30 5.64G 0.8133 0.8058 1.202 21 800: 36%|███▌ | 83/233 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5.64G 0.7996 0.7974 1.195 18 800: 91%|█████████ | 212/233 [00:54<00:05, 4.02it/s] 26/30 5.64G 0.7992 0.797 1.194 21 800: 91%|█████████ | 212/233 [00:55<00:05, 4.02it/s] 26/30 5.64G 0.7992 0.797 1.194 21 800: 91%|█████████▏| 213/233 [00:55<00:04, 4.04it/s] 26/30 5.64G 0.7996 0.7979 1.194 22 800: 91%|█████████▏| 213/233 [00:55<00:04, 4.04it/s] 26/30 5.64G 0.7996 0.7979 1.194 22 800: 92%|█████████▏| 214/233 [00:55<00:04, 3.97it/s] 26/30 5.64G 0.7994 0.7979 1.195 15 800: 92%|█████████▏| 214/233 [00:55<00:04, 3.97it/s] 26/30 5.64G 0.7994 0.7979 1.195 15 800: 92%|█████████▏| 215/233 [00:55<00:04, 3.99it/s] 26/30 5.64G 0.7988 0.7982 1.194 20 800: 92%|█████████▏| 215/233 [00:55<00:04, 3.99it/s] 26/30 5.64G 0.7988 0.7982 1.194 20 800: 93%|█████████▎| 216/233 [00:55<00:04, 4.02it/s] 26/30 5.64G 0.7988 0.7978 1.195 22 800: 93%|█████████▎| 216/233 [00:56<00:04, 4.02it/s] 26/30 5.64G 0.7988 0.7978 1.195 22 800: 93%|█████████▎| 217/233 [00:56<00:03, 4.04it/s] 26/30 5.64G 0.7995 0.7984 1.195 30 800: 93%|█████████▎| 217/233 [00:56<00:03, 4.04it/s] 26/30 5.64G 0.7995 0.7984 1.195 30 800: 94%|█████████▎| 218/233 [00:56<00:03, 3.97it/s] 26/30 5.64G 0.8011 0.7986 1.197 22 800: 94%|█████████▎| 218/233 [00:56<00:03, 3.97it/s] 26/30 5.64G 0.8011 0.7986 1.197 22 800: 94%|█████████▍| 219/233 [00:56<00:03, 4.00it/s] 26/30 5.64G 0.8003 0.798 1.196 18 800: 94%|█████████▍| 219/233 [00:56<00:03, 4.00it/s] 26/30 5.64G 0.8003 0.798 1.196 18 800: 94%|█████████▍| 220/233 [00:56<00:03, 4.00it/s] 26/30 5.64G 0.8003 0.7981 1.196 22 800: 94%|█████████▍| 220/233 [00:57<00:03, 4.00it/s] 26/30 5.64G 0.8003 0.7981 1.196 22 800: 95%|█████████▍| 221/233 [00:57<00:02, 4.03it/s] 26/30 5.64G 0.7998 0.7981 1.197 21 800: 95%|█████████▍| 221/233 [00:57<00:02, 4.03it/s] 26/30 5.64G 0.7998 0.7981 1.197 21 800: 95%|█████████▌| 222/233 [00:57<00:02, 3.95it/s] 26/30 5.64G 0.8004 0.7988 1.197 24 800: 95%|█████████▌| 222/233 [00:57<00:02, 3.95it/s] 26/30 5.64G 0.8004 0.7988 1.197 24 800: 96%|█████████▌| 223/233 [00:57<00:02, 3.98it/s] 26/30 5.64G 0.8 0.7981 1.196 18 800: 96%|█████████▌| 223/233 [00:57<00:02, 3.98it/s] 26/30 5.64G 0.8 0.7981 1.196 18 800: 96%|█████████▌| 224/233 [00:57<00:02, 4.01it/s] 26/30 5.64G 0.8 0.7977 1.196 18 800: 96%|█████████▌| 224/233 [00:58<00:02, 4.01it/s] 26/30 5.64G 0.8 0.7977 1.196 18 800: 97%|█████████▋| 225/233 [00:58<00:01, 4.02it/s] 26/30 5.64G 0.799 0.7971 1.196 16 800: 97%|█████████▋| 225/233 [00:58<00:01, 4.02it/s] 26/30 5.64G 0.799 0.7971 1.196 16 800: 97%|█████████▋| 226/233 [00:58<00:01, 3.96it/s] 26/30 5.64G 0.7989 0.7973 1.195 19 800: 97%|█████████▋| 226/233 [00:58<00:01, 3.96it/s] 26/30 5.64G 0.7989 0.7973 1.195 19 800: 97%|█████████▋| 227/233 [00:58<00:01, 3.99it/s] 26/30 5.64G 0.7985 0.7973 1.195 19 800: 97%|█████████▋| 227/233 [00:58<00:01, 3.99it/s] 26/30 5.64G 0.7985 0.7973 1.195 19 800: 98%|█████████▊| 228/233 [00:58<00:01, 4.02it/s] 26/30 5.64G 0.7989 0.798 1.196 25 800: 98%|█████████▊| 228/233 [00:59<00:01, 4.02it/s] 26/30 5.64G 0.7989 0.798 1.196 25 800: 98%|█████████▊| 229/233 [00:59<00:00, 4.03it/s] 26/30 5.64G 0.7981 0.797 1.195 16 800: 98%|█████████▊| 229/233 [00:59<00:00, 4.03it/s] 26/30 5.64G 0.7981 0.797 1.195 16 800: 99%|█████████▊| 230/233 [00:59<00:00, 3.96it/s] 26/30 5.64G 0.798 0.7972 1.194 22 800: 99%|█████████▊| 230/233 [00:59<00:00, 3.96it/s] 26/30 5.64G 0.798 0.7972 1.194 22 800: 99%|█████████▉| 231/233 [00:59<00:00, 3.99it/s] 26/30 5.64G 0.7983 0.7974 1.195 23 800: 99%|█████████▉| 231/233 [00:59<00:00, 3.99it/s] 26/30 5.64G 0.7983 0.7974 1.195 23 800: 100%|█████████▉| 232/233 [00:59<00:00, 4.00it/s] 26/30 6.24G 0.8 0.7974 1.197 7 800: 100%|█████████▉| 232/233 [01:00<00:00, 4.00it/s] 26/30 6.24G 0.8 0.7974 1.197 7 800: 100%|██████████| 233/233 [01:00<00:00, 3.88it/s] Class Images Instances Box(P R mAP50 mAP50-95): 0%| | 0/7 [00:00<?, ?it/s] Class Images Instances Box(P R mAP50 mAP50-95): 14%|█▍ | 1/7 [00:00<00:01, 4.80it/s] Class Images Instances Box(P R mAP50 mAP50-95): 29%|██▊ | 2/7 [00:00<00:01, 4.85it/s] Class Images Instances Box(P R mAP50 mAP50-95): 43%|████▎ | 3/7 [00:00<00:00, 4.85it/s] Class Images Instances Box(P R mAP50 mAP50-95): 57%|█████▋ | 4/7 [00:00<00:00, 4.86it/s] Class Images Instances Box(P R mAP50 mAP50-95): 71%|███████▏ | 5/7 [00:01<00:00, 4.82it/s] Class Images Instances Box(P R mAP50 mAP50-95): 86%|████████▌ | 6/7 [00:01<00:00, 4.85it/s] Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 7/7 [00:01<00:00, 5.40it/s] all 200 249 0.825 0.727 0.809 0.575 Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size 0%| | 0/233 [00:00<?, ?it/s] 27/30 5.63G 0.7117 0.864 1.226 22 800: 0%| | 0/233 [00:00<?, ?it/s] 27/30 5.63G 0.7117 0.864 1.226 22 800: 0%| | 1/233 [00:00<01:08, 3.39it/s] 27/30 5.63G 0.6864 0.7658 1.182 20 800: 0%| | 1/233 [00:00<01:08, 3.39it/s] 27/30 5.63G 0.6864 0.7658 1.182 20 800: 1%| | 2/233 [00:00<01:01, 3.78it/s] 27/30 5.63G 0.6871 0.7002 1.133 18 800: 1%| | 2/233 [00:00<01:01, 3.78it/s] 27/30 5.63G 0.6871 0.7002 1.133 18 800: 1%|▏ | 3/233 [00:00<00:58, 3.92it/s] 27/30 5.63G 0.6541 0.6672 1.097 16 800: 1%|▏ | 3/233 [00:01<00:58, 3.92it/s] 27/30 5.63G 0.6541 0.6672 1.097 16 800: 2%|▏ | 4/233 [00:01<00:57, 3.99it/s] 27/30 5.63G 0.6406 0.6439 1.079 18 800: 2%|▏ | 4/233 [00:01<00:57, 3.99it/s] 27/30 5.63G 0.6406 0.6439 1.079 18 800: 2%|▏ | 5/233 [00:01<00:58, 3.91it/s] 27/30 5.63G 0.656 0.6278 1.073 17 800: 2%|▏ | 5/233 [00:01<00:58, 3.91it/s] 27/30 5.63G 0.656 0.6278 1.073 17 800: 3%|▎ | 6/233 [00:01<00:58, 3.89it/s] 27/30 5.63G 0.6599 0.6429 1.078 21 800: 3%|▎ | 6/233 [00:01<00:58, 3.89it/s] 27/30 5.63G 0.6599 0.6429 1.078 21 800: 3%|▎ | 7/233 [00:01<00:58, 3.87it/s] 27/30 5.63G 0.6813 0.6647 1.091 18 800: 3%|▎ | 7/233 [00:02<00:58, 3.87it/s] 27/30 5.63G 0.6813 0.6647 1.091 18 800: 3%|▎ | 8/233 [00:02<00:57, 3.91it/s] 27/30 5.63G 0.6716 0.6623 1.084 19 800: 3%|▎ | 8/233 [00:02<00:57, 3.91it/s] 27/30 5.63G 0.6716 0.6623 1.084 19 800: 4%|▍ | 9/233 [00:02<00:57, 3.89it/s] 27/30 5.63G 0.7098 0.7047 1.093 22 800: 4%|▍ | 9/233 [00:02<00:57, 3.89it/s] 27/30 5.63G 0.7098 0.7047 1.093 22 800: 4%|▍ | 10/233 [00:02<00:56, 3.95it/s] 27/30 5.63G 0.7198 0.7124 1.114 21 800: 4%|▍ | 10/233 [00:02<00:56, 3.95it/s] 27/30 5.63G 0.7198 0.7124 1.114 21 800: 5%|▍ | 11/233 [00:02<00:55, 3.99it/s] 27/30 5.63G 0.7139 0.7109 1.105 22 800: 5%|▍ | 11/233 [00:03<00:55, 3.99it/s] 27/30 5.63G 0.7139 0.7109 1.105 22 800: 5%|▌ | 12/233 [00:03<00:56, 3.94it/s] 27/30 5.63G 0.7187 0.7285 1.107 20 800: 5%|▌ | 12/233 [00:03<00:56, 3.94it/s] 27/30 5.63G 0.7187 0.7285 1.107 20 800: 6%|▌ | 13/233 [00:03<00:58, 3.76it/s] 27/30 5.63G 0.7148 0.7243 1.109 20 800: 6%|▌ | 13/233 [00:03<00:58, 3.76it/s] 27/30 5.63G 0.7148 0.7243 1.109 20 800: 6%|▌ | 14/233 [00:03<00:56, 3.86it/s] 27/30 5.63G 0.7084 0.7078 1.109 20 800: 6%|▌ | 14/233 [00:03<00:56, 3.86it/s] 27/30 5.63G 0.7084 0.7078 1.109 20 800: 6%|▋ | 15/233 [00:03<00:55, 3.91it/s] 27/30 5.63G 0.7215 0.7144 1.121 23 800: 6%|▋ | 15/233 [00:04<00:55, 3.91it/s] 27/30 5.63G 0.7215 0.7144 1.121 23 800: 7%|▋ | 16/233 [00:04<00:54, 3.97it/s] 27/30 5.63G 0.7269 0.7194 1.124 19 800: 7%|▋ | 16/233 [00:04<00:54, 3.97it/s] 27/30 5.63G 0.7269 0.7194 1.124 19 800: 7%|▋ | 17/233 [00:04<00:56, 3.81it/s] 27/30 5.63G 0.7353 0.7194 1.128 24 800: 7%|▋ | 17/233 [00:04<00:56, 3.81it/s] 27/30 5.63G 0.7353 0.7194 1.128 24 800: 8%|▊ | 18/233 [00:04<00:57, 3.72it/s] 27/30 5.63G 0.7358 0.7215 1.135 20 800: 8%|▊ | 18/233 [00:04<00:57, 3.72it/s] 27/30 5.63G 0.7358 0.7215 1.135 20 800: 8%|▊ | 19/233 [00:04<00:58, 3.68it/s] 27/30 5.63G 0.7328 0.7222 1.141 21 800: 8%|▊ | 19/233 [00:05<00:58, 3.68it/s] 27/30 5.63G 0.7328 0.7222 1.141 21 800: 9%|▊ | 20/233 [00:05<00:56, 3.77it/s] 27/30 5.63G 0.731 0.7216 1.143 18 800: 9%|▊ | 20/233 [00:05<00:56, 3.77it/s] 27/30 5.63G 0.731 0.7216 1.143 18 800: 9%|▉ | 21/233 [00:05<00:56, 3.79it/s] 27/30 5.63G 0.7325 0.7249 1.142 21 800: 9%|▉ | 21/233 [00:05<00:56, 3.79it/s] 27/30 5.63G 0.7325 0.7249 1.142 21 800: 9%|▉ | 22/233 [00:05<00:54, 3.86it/s] 27/30 5.63G 0.7428 0.7384 1.144 26 800: 9%|▉ | 22/233 [00:05<00:54, 3.86it/s] 27/30 5.63G 0.7428 0.7384 1.144 26 800: 10%|▉ | 23/233 [00:05<00:53, 3.93it/s] 27/30 5.63G 0.7398 0.7306 1.143 18 800: 10%|▉ | 23/233 [00:06<00:53, 3.93it/s] 27/30 5.63G 0.7398 0.7306 1.143 18 800: 10%|█ | 24/233 [00:06<00:52, 3.97it/s] 27/30 5.63G 0.743 0.7288 1.151 20 800: 10%|█ | 24/233 [00:06<00:52, 3.97it/s] 27/30 5.63G 0.743 0.7288 1.151 20 800: 11%|█ | 25/233 [00:06<00:53, 3.91it/s] 27/30 5.63G 0.7366 0.7188 1.148 20 800: 11%|█ | 25/233 [00:06<00:53, 3.91it/s] 27/30 5.63G 0.7366 0.7188 1.148 20 800: 11%|█ | 26/233 [00:06<00:52, 3.97it/s] 27/30 5.63G 0.7342 0.7161 1.15 19 800: 11%|█ | 26/233 [00:06<00:52, 3.97it/s] 27/30 5.63G 0.7342 0.7161 1.15 19 800: 12%|█▏ | 27/233 [00:06<00:51, 4.00it/s] 27/30 5.63G 0.7345 0.7177 1.152 21 800: 12%|█▏ | 27/233 [00:07<00:51, 4.00it/s] 27/30 5.63G 0.7345 0.7177 1.152 21 800: 12%|█▏ | 28/233 [00:07<00:51, 4.02it/s] 27/30 5.63G 0.7318 0.7119 1.149 19 800: 12%|█▏ | 28/233 [00:07<00:51, 4.02it/s] 27/30 5.63G 0.7318 0.7119 1.149 19 800: 12%|█▏ | 29/233 [00:07<00:51, 3.94it/s] 27/30 5.63G 0.7416 0.7225 1.158 24 800: 12%|█▏ | 29/233 [00:07<00:51, 3.94it/s] 27/30 5.63G 0.7416 0.7225 1.158 24 800: 13%|█▎ | 30/233 [00:07<00:51, 3.97it/s] 27/30 5.63G 0.745 0.7256 1.166 18 800: 13%|█▎ | 30/233 [00:07<00:51, 3.97it/s] 27/30 5.63G 0.745 0.7256 1.166 18 800: 13%|█▎ | 31/233 [00:07<00:50, 4.01it/s] 27/30 5.63G 0.7491 0.7275 1.165 21 800: 13%|█▎ | 31/233 [00:08<00:50, 4.01it/s] 27/30 5.63G 0.7491 0.7275 1.165 21 800: 14%|█▎ | 32/233 [00:08<00:50, 4.02it/s] 27/30 5.63G 0.7425 0.7229 1.157 17 800: 14%|█▎ | 32/233 [00:08<00:50, 4.02it/s] 27/30 5.63G 0.7425 0.7229 1.157 17 800: 14%|█▍ | 33/233 [00:08<00:50, 3.95it/s] 27/30 5.63G 0.7358 0.7134 1.152 16 800: 14%|█▍ | 33/233 [00:08<00:50, 3.95it/s] 27/30 5.63G 0.7358 0.7134 1.152 16 800: 15%|█▍ | 34/233 [00:08<00:50, 3.97it/s] 27/30 5.63G 0.7432 0.7158 1.156 23 800: 15%|█▍ | 34/233 [00:08<00:50, 3.97it/s] 27/30 5.63G 0.7432 0.7158 1.156 23 800: 15%|█▌ | 35/233 [00:08<00:49, 3.99it/s] 27/30 5.63G 0.7401 0.7113 1.156 18 800: 15%|█▌ | 35/233 [00:09<00:49, 3.99it/s] 27/30 5.63G 0.7401 0.7113 1.156 18 800: 15%|█▌ | 36/233 [00:09<00:49, 4.00it/s] 27/30 5.63G 0.7335 0.7058 1.151 19 800: 15%|█▌ | 36/233 [00:09<00:49, 4.00it/s] 27/30 5.63G 0.7335 0.7058 1.151 19 800: 16%|█▌ | 37/233 [00:09<00:49, 3.94it/s] 27/30 5.63G 0.7391 0.7086 1.156 18 800: 16%|█▌ | 37/233 [00:09<00:49, 3.94it/s] 27/30 5.63G 0.7391 0.7086 1.156 18 800: 16%|█▋ | 38/233 [00:09<00:49, 3.96it/s] 27/30 5.63G 0.7423 0.7074 1.156 23 800: 16%|█▋ | 38/233 [00:09<00:49, 3.96it/s] 27/30 5.63G 0.7423 0.7074 1.156 23 800: 17%|█▋ | 39/233 [00:09<00:48, 4.00it/s] 27/30 5.63G 0.7435 0.7077 1.158 20 800: 17%|█▋ | 39/233 [00:10<00:48, 4.00it/s] 27/30 5.63G 0.7435 0.7077 1.158 20 800: 17%|█▋ | 40/233 [00:10<00:47, 4.02it/s] 27/30 5.63G 0.7516 0.7122 1.172 21 800: 17%|█▋ | 40/233 [00:10<00:47, 4.02it/s] 27/30 5.63G 0.7516 0.7122 1.172 21 800: 18%|█▊ | 41/233 [00:10<00:49, 3.89it/s] 27/30 5.63G 0.7584 0.7208 1.173 24 800: 18%|█▊ | 41/233 [00:10<00:49, 3.89it/s] 27/30 5.63G 0.7584 0.7208 1.173 24 800: 18%|█▊ | 42/233 [00:10<00:48, 3.93it/s] 27/30 5.63G 0.7553 0.7192 1.17 21 800: 18%|█▊ | 42/233 [00:10<00:48, 3.93it/s] 27/30 5.63G 0.7553 0.7192 1.17 21 800: 18%|█▊ | 43/233 [00:10<00:47, 3.98it/s] 27/30 5.63G 0.7552 0.7204 1.17 20 800: 18%|█▊ | 43/233 [00:11<00:47, 3.98it/s] 27/30 5.63G 0.7552 0.7204 1.17 20 800: 19%|█▉ | 44/233 [00:11<00:47, 3.99it/s] 27/30 5.63G 0.7567 0.722 1.172 22 800: 19%|█▉ | 44/233 [00:11<00:47, 3.99it/s] 27/30 5.63G 0.7567 0.722 1.172 22 800: 19%|█▉ | 45/233 [00:11<00:48, 3.90it/s] 27/30 5.63G 0.7618 0.7208 1.177 22 800: 19%|█▉ | 45/233 [00:11<00:48, 3.90it/s] 27/30 5.63G 0.7618 0.7208 1.177 22 800: 20%|█▉ | 46/233 [00:11<00:47, 3.94it/s] 27/30 5.63G 0.7592 0.7186 1.174 17 800: 20%|█▉ | 46/233 [00:11<00:47, 3.94it/s] 27/30 5.63G 0.7592 0.7186 1.174 17 800: 20%|██ | 47/233 [00:11<00:47, 3.95it/s] 27/30 5.63G 0.7613 0.7203 1.174 25 800: 20%|██ | 47/233 [00:12<00:47, 3.95it/s] 27/30 5.63G 0.7613 0.7203 1.174 25 800: 21%|██ | 48/233 [00:12<00:46, 3.98it/s] 27/30 5.63G 0.7706 0.7319 1.181 30 800: 21%|██ | 48/233 [00:12<00:46, 3.98it/s] 27/30 5.63G 0.7706 0.7319 1.181 30 800: 21%|██ | 49/233 [00:12<00:47, 3.91it/s] 27/30 5.63G 0.7751 0.7395 1.184 23 800: 21%|██ | 49/233 [00:12<00:47, 3.91it/s] 27/30 5.63G 0.7751 0.7395 1.184 23 800: 21%|██▏ | 50/233 [00:12<00:46, 3.95it/s] 27/30 5.63G 0.7706 0.7352 1.183 19 800: 21%|██▏ | 50/233 [00:13<00:46, 3.95it/s] 27/30 5.63G 0.7706 0.7352 1.183 19 800: 22%|██▏ | 51/233 [00:13<00:45, 3.98it/s] 27/30 5.63G 0.7695 0.7362 1.185 21 800: 22%|██▏ | 51/233 [00:13<00:45, 3.98it/s] 27/30 5.63G 0.7695 0.7362 1.185 21 800: 22%|██▏ | 52/233 [00:13<00:45, 3.99it/s] 27/30 5.63G 0.7697 0.738 1.183 18 800: 22%|██▏ | 52/233 [00:13<00:45, 3.99it/s] 27/30 5.63G 0.7697 0.738 1.183 18 800: 23%|██▎ | 53/233 [00:13<00:46, 3.89it/s] 27/30 5.63G 0.7688 0.7364 1.182 16 800: 23%|██▎ | 53/233 [00:13<00:46, 3.89it/s] 27/30 5.63G 0.7688 0.7364 1.182 16 800: 23%|██▎ | 54/233 [00:13<00:45, 3.94it/s] 27/30 5.63G 0.7719 0.7411 1.183 21 800: 23%|██▎ | 54/233 [00:14<00:45, 3.94it/s] 27/30 5.63G 0.7719 0.7411 1.183 21 800: 24%|██▎ | 55/233 [00:14<00:44, 3.97it/s] 27/30 5.63G 0.7735 0.7423 1.184 21 800: 24%|██▎ | 55/233 [00:14<00:44, 3.97it/s] 27/30 5.63G 0.7735 0.7423 1.184 21 800: 24%|██▍ | 56/233 [00:14<00:44, 3.98it/s] 27/30 5.63G 0.7705 0.7406 1.181 18 800: 24%|██▍ | 56/233 [00:14<00:44, 3.98it/s] 27/30 5.63G 0.7705 0.7406 1.181 18 800: 24%|██▍ | 57/233 [00:14<00:45, 3.90it/s] 27/30 5.63G 0.7686 0.7373 1.179 19 800: 24%|██▍ | 57/233 [00:14<00:45, 3.90it/s] 27/30 5.63G 0.7686 0.7373 1.179 19 800: 25%|██▍ | 58/233 [00:14<00:44, 3.94it/s] 27/30 5.63G 0.7682 0.7422 1.179 21 800: 25%|██▍ | 58/233 [00:15<00:44, 3.94it/s] 27/30 5.63G 0.7682 0.7422 1.179 21 800: 25%|██▌ | 59/233 [00:15<00:43, 3.96it/s] 27/30 5.63G 0.7692 0.7404 1.178 23 800: 25%|██▌ | 59/233 [00:15<00:43, 3.96it/s] 27/30 5.63G 0.7692 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27/30 5.63G 0.7696 0.7626 1.186 16 800: 82%|████████▏ | 190/233 [00:48<00:10, 4.00it/s] 27/30 5.63G 0.7696 0.7626 1.186 16 800: 82%|████████▏ | 191/233 [00:48<00:10, 4.00it/s] 27/30 5.63G 0.7699 0.7626 1.186 26 800: 82%|████████▏ | 191/233 [00:48<00:10, 4.00it/s] 27/30 5.63G 0.7699 0.7626 1.186 26 800: 82%|████████▏ | 192/233 [00:48<00:10, 4.02it/s] 27/30 5.63G 0.7705 0.764 1.186 34 800: 82%|████████▏ | 192/233 [00:48<00:10, 4.02it/s] 27/30 5.63G 0.7705 0.764 1.186 34 800: 83%|████████▎ | 193/233 [00:48<00:10, 3.94it/s] 27/30 5.63G 0.7714 0.7653 1.186 25 800: 83%|████████▎ | 193/233 [00:49<00:10, 3.94it/s] 27/30 5.63G 0.7714 0.7653 1.186 25 800: 83%|████████▎ | 194/233 [00:49<00:09, 3.97it/s] 27/30 5.63G 0.7707 0.7645 1.186 20 800: 83%|████████▎ | 194/233 [00:49<00:09, 3.97it/s] 27/30 5.63G 0.7707 0.7645 1.186 20 800: 84%|████████▎ | 195/233 [00:49<00:09, 4.00it/s] 27/30 5.63G 0.7713 0.7649 1.186 21 800: 84%|████████▎ | 195/233 [00:49<00:09, 4.00it/s] 27/30 5.63G 0.7713 0.7649 1.186 21 800: 84%|████████▍ | 196/233 [00:49<00:09, 4.01it/s] 27/30 5.63G 0.772 0.7663 1.187 25 800: 84%|████████▍ | 196/233 [00:49<00:09, 4.01it/s] 27/30 5.63G 0.772 0.7663 1.187 25 800: 85%|████████▍ | 197/233 [00:49<00:09, 3.94it/s] 27/30 5.63G 0.7728 0.7674 1.187 24 800: 85%|████████▍ | 197/233 [00:50<00:09, 3.94it/s] 27/30 5.63G 0.7728 0.7674 1.187 24 800: 85%|████████▍ | 198/233 [00:50<00:08, 3.97it/s] 27/30 5.63G 0.7718 0.7663 1.186 19 800: 85%|████████▍ | 198/233 [00:50<00:08, 3.97it/s] 27/30 5.63G 0.7718 0.7663 1.186 19 800: 85%|████████▌ | 199/233 [00:50<00:08, 3.99it/s] 27/30 5.63G 0.7713 0.7655 1.186 19 800: 85%|████████▌ | 199/233 [00:50<00:08, 3.99it/s] 27/30 5.63G 0.7713 0.7655 1.186 19 800: 86%|████████▌ | 200/233 [00:50<00:08, 4.01it/s] 27/30 5.63G 0.7715 0.7658 1.186 21 800: 86%|████████▌ | 200/233 [00:50<00:08, 4.01it/s] 27/30 5.63G 0.7715 0.7658 1.186 21 800: 86%|████████▋ | 201/233 [00:50<00:08, 3.94it/s] 27/30 5.63G 0.7706 0.7647 1.186 16 800: 86%|████████▋ | 201/233 [00:51<00:08, 3.94it/s] 27/30 5.63G 0.7706 0.7647 1.186 16 800: 87%|████████▋ | 202/233 [00:51<00:07, 3.98it/s] 27/30 5.63G 0.773 0.7661 1.187 25 800: 87%|████████▋ | 202/233 [00:51<00:07, 3.98it/s] 27/30 5.63G 0.773 0.7661 1.187 25 800: 87%|████████▋ | 203/233 [00:51<00:07, 3.97it/s] 27/30 5.63G 0.7732 0.7652 1.187 16 800: 87%|████████▋ | 203/233 [00:51<00:07, 3.97it/s] 27/30 5.63G 0.7732 0.7652 1.187 16 800: 88%|████████▊ | 204/233 [00:51<00:07, 4.00it/s] 27/30 5.63G 0.7749 0.7665 1.188 26 800: 88%|████████▊ | 204/233 [00:51<00:07, 4.00it/s] 27/30 5.63G 0.7749 0.7665 1.188 26 800: 88%|████████▊ | 205/233 [00:51<00:07, 3.93it/s] 27/30 5.63G 0.7751 0.7662 1.189 19 800: 88%|████████▊ | 205/233 [00:52<00:07, 3.93it/s] 27/30 5.63G 0.7751 0.7662 1.189 19 800: 88%|████████▊ | 206/233 [00:52<00:06, 3.96it/s] 27/30 5.63G 0.7753 0.7662 1.189 18 800: 88%|████████▊ | 206/233 [00:52<00:06, 3.96it/s] 27/30 5.63G 0.7753 0.7662 1.189 18 800: 89%|████████▉ | 207/233 [00:52<00:06, 3.99it/s] 27/30 5.63G 0.7754 0.7672 1.189 20 800: 89%|████████▉ | 207/233 [00:52<00:06, 3.99it/s] 27/30 5.63G 0.7754 0.7672 1.189 20 800: 89%|████████▉ | 208/233 [00:52<00:06, 4.01it/s] 27/30 5.63G 0.7765 0.7689 1.19 21 800: 89%|████████▉ | 208/233 [00:52<00:06, 4.01it/s] 27/30 5.63G 0.7765 0.7689 1.19 21 800: 90%|████████▉ | 209/233 [00:52<00:06, 3.94it/s] 27/30 5.63G 0.7765 0.7689 1.189 24 800: 90%|████████▉ | 209/233 [00:53<00:06, 3.94it/s] 27/30 5.63G 0.7765 0.7689 1.189 24 800: 90%|█████████ | 210/233 [00:53<00:05, 3.97it/s] 27/30 5.63G 0.7772 0.769 1.19 19 800: 90%|█████████ | 210/233 [00:53<00:05, 3.97it/s] 27/30 5.63G 0.7772 0.769 1.19 19 800: 91%|█████████ | 211/233 [00:53<00:05, 3.99it/s] 27/30 5.63G 0.7769 0.769 1.189 19 800: 91%|█████████ | 211/233 [00:53<00:05, 3.99it/s] 27/30 5.63G 0.7769 0.769 1.189 19 800: 91%|█████████ | 212/233 [00:53<00:05, 4.00it/s] 27/30 5.63G 0.7776 0.7702 1.189 22 800: 91%|█████████ | 212/233 [00:53<00:05, 4.00it/s] 27/30 5.63G 0.7776 0.7702 1.189 22 800: 91%|█████████▏| 213/233 [00:53<00:05, 3.94it/s] 27/30 5.63G 0.7776 0.7702 1.189 19 800: 91%|█████████▏| 213/233 [00:54<00:05, 3.94it/s] 27/30 5.63G 0.7776 0.7702 1.189 19 800: 92%|█████████▏| 214/233 [00:54<00:04, 3.96it/s] 27/30 5.63G 0.7779 0.7702 1.189 17 800: 92%|█████████▏| 214/233 [00:54<00:04, 3.96it/s] 27/30 5.63G 0.7779 0.7702 1.189 17 800: 92%|█████████▏| 215/233 [00:54<00:04, 3.99it/s] 27/30 5.63G 0.7773 0.7696 1.188 19 800: 92%|█████████▏| 215/233 [00:54<00:04, 3.99it/s] 27/30 5.63G 0.7773 0.7696 1.188 19 800: 93%|█████████▎| 216/233 [00:54<00:04, 4.01it/s] 27/30 5.63G 0.778 0.771 1.189 29 800: 93%|█████████▎| 216/233 [00:54<00:04, 4.01it/s] 27/30 5.63G 0.778 0.771 1.189 29 800: 93%|█████████▎| 217/233 [00:54<00:04, 3.97it/s] 27/30 5.63G 0.7783 0.7704 1.189 19 800: 93%|█████████▎| 217/233 [00:55<00:04, 3.97it/s] 27/30 5.63G 0.7783 0.7704 1.189 19 800: 94%|█████████▎| 218/233 [00:55<00:03, 4.00it/s] 27/30 5.63G 0.7781 0.7699 1.188 19 800: 94%|█████████▎| 218/233 [00:55<00:03, 4.00it/s] 27/30 5.63G 0.7781 0.7699 1.188 19 800: 94%|█████████▍| 219/233 [00:55<00:03, 4.03it/s] 27/30 5.63G 0.7777 0.7689 1.188 18 800: 94%|█████████▍| 219/233 [00:55<00:03, 4.03it/s] 27/30 5.63G 0.7777 0.7689 1.188 18 800: 94%|█████████▍| 220/233 [00:55<00:03, 4.04it/s] 27/30 5.63G 0.7782 0.7688 1.188 20 800: 94%|█████████▍| 220/233 [00:55<00:03, 4.04it/s] 27/30 5.63G 0.7782 0.7688 1.188 20 800: 95%|█████████▍| 221/233 [00:55<00:03, 3.96it/s] 27/30 5.63G 0.778 0.7682 1.188 17 800: 95%|█████████▍| 221/233 [00:56<00:03, 3.96it/s] 27/30 5.63G 0.778 0.7682 1.188 17 800: 95%|█████████▌| 222/233 [00:56<00:02, 3.99it/s] 27/30 5.63G 0.7784 0.7693 1.188 22 800: 95%|█████████▌| 222/233 [00:56<00:02, 3.99it/s] 27/30 5.63G 0.7784 0.7693 1.188 22 800: 96%|█████████▌| 223/233 [00:56<00:02, 4.02it/s] 27/30 5.63G 0.7791 0.771 1.188 37 800: 96%|█████████▌| 223/233 [00:56<00:02, 4.02it/s] 27/30 5.63G 0.7791 0.771 1.188 37 800: 96%|█████████▌| 224/233 [00:56<00:02, 4.03it/s] 27/30 5.63G 0.7803 0.7713 1.189 24 800: 96%|█████████▌| 224/233 [00:56<00:02, 4.03it/s] 27/30 5.63G 0.7803 0.7713 1.189 24 800: 97%|█████████▋| 225/233 [00:56<00:02, 3.96it/s] 27/30 5.63G 0.7801 0.7712 1.189 22 800: 97%|█████████▋| 225/233 [00:57<00:02, 3.96it/s] 27/30 5.63G 0.7801 0.7712 1.189 22 800: 97%|█████████▋| 226/233 [00:57<00:01, 4.00it/s] 27/30 5.63G 0.7791 0.7699 1.188 18 800: 97%|█████████▋| 226/233 [00:57<00:01, 4.00it/s] 27/30 5.63G 0.7791 0.7699 1.188 18 800: 97%|█████████▋| 227/233 [00:57<00:01, 4.00it/s] 27/30 5.63G 0.7795 0.7696 1.188 17 800: 97%|█████████▋| 227/233 [00:57<00:01, 4.00it/s] 27/30 5.63G 0.7795 0.7696 1.188 17 800: 98%|█████████▊| 228/233 [00:57<00:01, 4.01it/s] 27/30 5.63G 0.7807 0.7718 1.189 26 800: 98%|█████████▊| 228/233 [00:57<00:01, 4.01it/s] 27/30 5.63G 0.7807 0.7718 1.189 26 800: 98%|█████████▊| 229/233 [00:57<00:01, 3.93it/s] 27/30 5.63G 0.7805 0.771 1.188 22 800: 98%|█████████▊| 229/233 [00:58<00:01, 3.93it/s] 27/30 5.63G 0.7805 0.771 1.188 22 800: 99%|█████████▊| 230/233 [00:58<00:00, 3.97it/s] 27/30 5.63G 0.7802 0.7709 1.188 21 800: 99%|█████████▊| 230/233 [00:58<00:00, 3.97it/s] 27/30 5.63G 0.7802 0.7709 1.188 21 800: 99%|█████████▉| 231/233 [00:58<00:00, 3.99it/s] 27/30 5.63G 0.7791 0.7694 1.187 17 800: 99%|█████████▉| 231/233 [00:58<00:00, 3.99it/s] 27/30 5.63G 0.7791 0.7694 1.187 17 800: 100%|█████████▉| 232/233 [00:58<00:00, 4.00it/s] 27/30 6.22G 0.7791 0.7683 1.187 5 800: 100%|█████████▉| 232/233 [00:58<00:00, 4.00it/s] 27/30 6.22G 0.7791 0.7683 1.187 5 800: 100%|██████████| 233/233 [00:58<00:00, 4.79it/s] 27/30 6.22G 0.7791 0.7683 1.187 5 800: 100%|██████████| 233/233 [00:58<00:00, 3.96it/s] Class Images Instances Box(P R mAP50 mAP50-95): 0%| | 0/7 [00:00<?, ?it/s] Class Images Instances Box(P R mAP50 mAP50-95): 14%|█▍ | 1/7 [00:00<00:01, 4.56it/s] Class Images Instances Box(P R mAP50 mAP50-95): 29%|██▊ | 2/7 [00:00<00:01, 4.57it/s] Class Images Instances Box(P R mAP50 mAP50-95): 43%|████▎ | 3/7 [00:00<00:00, 4.61it/s] Class Images Instances Box(P R mAP50 mAP50-95): 57%|█████▋ | 4/7 [00:00<00:00, 4.63it/s] Class Images Instances Box(P R mAP50 mAP50-95): 71%|███████▏ | 5/7 [00:01<00:00, 4.63it/s] Class Images Instances Box(P R mAP50 mAP50-95): 86%|████████▌ | 6/7 [00:01<00:00, 4.70it/s] Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 7/7 [00:01<00:00, 5.18it/s] all 200 249 0.866 0.699 0.806 0.595 Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size 0%| | 0/233 [00:00<?, ?it/s] 28/30 5.6G 0.9595 0.7891 1.14 25 800: 0%| | 0/233 [00:00<?, ?it/s] 28/30 5.6G 0.9595 0.7891 1.14 25 800: 0%| | 1/233 [00:00<01:06, 3.50it/s] 28/30 5.62G 0.7831 0.7329 1.147 21 800: 0%| | 1/233 [00:00<01:06, 3.50it/s] 28/30 5.62G 0.7831 0.7329 1.147 21 800: 1%| | 2/233 [00:00<01:00, 3.81it/s] 28/30 5.62G 0.7283 0.6865 1.139 18 800: 1%| | 2/233 [00:00<01:00, 3.81it/s] 28/30 5.62G 0.7283 0.6865 1.139 18 800: 1%|▏ | 3/233 [00:00<00:58, 3.92it/s] 28/30 5.63G 0.6874 0.647 1.099 19 800: 1%|▏ | 3/233 [00:01<00:58, 3.92it/s] 28/30 5.63G 0.6874 0.647 1.099 19 800: 2%|▏ | 4/233 [00:01<00:59, 3.87it/s] 28/30 5.63G 0.6959 0.6803 1.112 22 800: 2%|▏ | 4/233 [00:01<00:59, 3.87it/s] 28/30 5.63G 0.6959 0.6803 1.112 22 800: 2%|▏ | 5/233 [00:01<00:57, 3.95it/s] 28/30 5.63G 0.7058 0.6685 1.125 19 800: 2%|▏ | 5/233 [00:01<00:57, 3.95it/s] 28/30 5.63G 0.7058 0.6685 1.125 19 800: 3%|▎ | 6/233 [00:01<00:56, 3.99it/s] 28/30 5.63G 0.7206 0.6575 1.128 18 800: 3%|▎ | 6/233 [00:01<00:56, 3.99it/s] 28/30 5.63G 0.7206 0.6575 1.128 18 800: 3%|▎ | 7/233 [00:01<00:56, 4.01it/s] 28/30 5.63G 0.7222 0.6563 1.117 23 800: 3%|▎ | 7/233 [00:02<00:56, 4.01it/s] 28/30 5.63G 0.7222 0.6563 1.117 23 800: 3%|▎ | 8/233 [00:02<00:57, 3.95it/s] 28/30 5.63G 0.7547 0.6789 1.126 23 800: 3%|▎ | 8/233 [00:02<00:57, 3.95it/s] 28/30 5.63G 0.7547 0.6789 1.126 23 800: 4%|▍ | 9/233 [00:02<00:56, 3.99it/s] 28/30 5.63G 0.7336 0.6635 1.115 19 800: 4%|▍ | 9/233 [00:02<00:56, 3.99it/s] 28/30 5.63G 0.7336 0.6635 1.115 19 800: 4%|▍ | 10/233 [00:02<00:55, 4.01it/s] 28/30 5.63G 0.7644 0.6937 1.124 28 800: 4%|▍ | 10/233 [00:02<00:55, 4.01it/s] 28/30 5.63G 0.7644 0.6937 1.124 28 800: 5%|▍ | 11/233 [00:02<00:55, 4.02it/s] 28/30 5.63G 0.7727 0.6994 1.126 21 800: 5%|▍ | 11/233 [00:03<00:55, 4.02it/s] 28/30 5.63G 0.7727 0.6994 1.126 21 800: 5%|▌ | 12/233 [00:03<00:56, 3.94it/s] 28/30 5.63G 0.785 0.7076 1.134 22 800: 5%|▌ | 12/233 [00:03<00:56, 3.94it/s] 28/30 5.63G 0.785 0.7076 1.134 22 800: 6%|▌ | 13/233 [00:03<00:55, 3.98it/s] 28/30 5.63G 0.7721 0.7038 1.132 16 800: 6%|▌ | 13/233 [00:03<00:55, 3.98it/s] 28/30 5.63G 0.7721 0.7038 1.132 16 800: 6%|▌ | 14/233 [00:03<00:54, 4.01it/s] 28/30 5.63G 0.7644 0.7049 1.126 22 800: 6%|▌ | 14/233 [00:03<00:54, 4.01it/s] 28/30 5.63G 0.7644 0.7049 1.126 22 800: 6%|▋ | 15/233 [00:03<00:54, 4.02it/s] 28/30 5.63G 0.7578 0.7166 1.13 20 800: 6%|▋ | 15/233 [00:04<00:54, 4.02it/s] 28/30 5.63G 0.7578 0.7166 1.13 20 800: 7%|▋ | 16/233 [00:04<00:54, 3.95it/s] 28/30 5.63G 0.7448 0.7053 1.123 18 800: 7%|▋ | 16/233 [00:04<00:54, 3.95it/s] 28/30 5.63G 0.7448 0.7053 1.123 18 800: 7%|▋ | 17/233 [00:04<00:54, 3.98it/s] 28/30 5.63G 0.7626 0.7314 1.126 33 800: 7%|▋ | 17/233 [00:04<00:54, 3.98it/s] 28/30 5.63G 0.7626 0.7314 1.126 33 800: 8%|▊ | 18/233 [00:04<00:53, 4.00it/s] 28/30 5.63G 0.7606 0.7338 1.125 20 800: 8%|▊ | 18/233 [00:04<00:53, 4.00it/s] 28/30 5.63G 0.7606 0.7338 1.125 20 800: 8%|▊ | 19/233 [00:04<00:53, 4.02it/s] 28/30 5.63G 0.7732 0.7522 1.142 21 800: 8%|▊ | 19/233 [00:05<00:53, 4.02it/s] 28/30 5.63G 0.7732 0.7522 1.142 21 800: 9%|▊ | 20/233 [00:05<00:54, 3.93it/s] 28/30 5.63G 0.7788 0.7618 1.149 23 800: 9%|▊ | 20/233 [00:05<00:54, 3.93it/s] 28/30 5.63G 0.7788 0.7618 1.149 23 800: 9%|▉ | 21/233 [00:05<00:53, 3.97it/s] 28/30 5.63G 0.784 0.7852 1.152 25 800: 9%|▉ | 21/233 [00:05<00:53, 3.97it/s] 28/30 5.63G 0.784 0.7852 1.152 25 800: 9%|▉ | 22/233 [00:05<00:52, 3.99it/s] 28/30 5.63G 0.7842 0.7858 1.158 23 800: 9%|▉ | 22/233 [00:05<00:52, 3.99it/s] 28/30 5.63G 0.7842 0.7858 1.158 23 800: 10%|▉ | 23/233 [00:05<00:52, 4.01it/s] 28/30 5.63G 0.793 0.7872 1.168 22 800: 10%|▉ | 23/233 [00:06<00:52, 4.01it/s] 28/30 5.63G 0.793 0.7872 1.168 22 800: 10%|█ | 24/233 [00:06<00:53, 3.93it/s] 28/30 5.63G 0.7934 0.7937 1.171 21 800: 10%|█ | 24/233 [00:06<00:53, 3.93it/s] 28/30 5.63G 0.7934 0.7937 1.171 21 800: 11%|█ | 25/233 [00:06<00:52, 3.97it/s] 28/30 5.63G 0.7995 0.7948 1.178 24 800: 11%|█ | 25/233 [00:06<00:52, 3.97it/s] 28/30 5.63G 0.7995 0.7948 1.178 24 800: 11%|█ | 26/233 [00:06<00:51, 3.99it/s] 28/30 5.63G 0.8016 0.8059 1.18 23 800: 11%|█ | 26/233 [00:06<00:51, 3.99it/s] 28/30 5.63G 0.8016 0.8059 1.18 23 800: 12%|█▏ | 27/233 [00:06<00:51, 4.01it/s] 28/30 5.63G 0.8015 0.8027 1.183 21 800: 12%|█▏ | 27/233 [00:07<00:51, 4.01it/s] 28/30 5.63G 0.8015 0.8027 1.183 21 800: 12%|█▏ | 28/233 [00:07<00:52, 3.94it/s] 28/30 5.63G 0.8068 0.8032 1.187 20 800: 12%|█▏ | 28/233 [00:07<00:52, 3.94it/s] 28/30 5.63G 0.8068 0.8032 1.187 20 800: 12%|█▏ | 29/233 [00:07<00:51, 3.97it/s] 28/30 5.63G 0.8045 0.7977 1.183 18 800: 12%|█▏ | 29/233 [00:07<00:51, 3.97it/s] 28/30 5.63G 0.8045 0.7977 1.183 18 800: 13%|█▎ | 30/233 [00:07<00:50, 4.00it/s] 28/30 5.63G 0.8058 0.7949 1.191 22 800: 13%|█▎ | 30/233 [00:07<00:50, 4.00it/s] 28/30 5.63G 0.8058 0.7949 1.191 22 800: 13%|█▎ | 31/233 [00:07<00:50, 4.01it/s] 28/30 5.63G 0.8054 0.7959 1.191 22 800: 13%|█▎ | 31/233 [00:08<00:50, 4.01it/s] 28/30 5.63G 0.8054 0.7959 1.191 22 800: 14%|█▎ | 32/233 [00:08<00:51, 3.94it/s] 28/30 5.63G 0.801 0.7884 1.185 18 800: 14%|█▎ | 32/233 [00:08<00:51, 3.94it/s] 28/30 5.63G 0.801 0.7884 1.185 18 800: 14%|█▍ | 33/233 [00:08<00:50, 3.98it/s] 28/30 5.63G 0.8001 0.788 1.185 23 800: 14%|█▍ | 33/233 [00:08<00:50, 3.98it/s] 28/30 5.63G 0.8001 0.788 1.185 23 800: 15%|█▍ | 34/233 [00:08<00:49, 3.99it/s] 28/30 5.63G 0.8073 0.7911 1.19 27 800: 15%|█▍ | 34/233 [00:08<00:49, 3.99it/s] 28/30 5.63G 0.8073 0.7911 1.19 27 800: 15%|█▌ | 35/233 [00:08<00:49, 4.01it/s] 28/30 5.63G 0.8001 0.7809 1.184 18 800: 15%|█▌ | 35/233 [00:09<00:49, 4.01it/s] 28/30 5.63G 0.8001 0.7809 1.184 18 800: 15%|█▌ | 36/233 [00:09<00:50, 3.93it/s] 28/30 5.63G 0.806 0.7816 1.188 24 800: 15%|█▌ | 36/233 [00:09<00:50, 3.93it/s] 28/30 5.63G 0.806 0.7816 1.188 24 800: 16%|█▌ | 37/233 [00:09<00:49, 3.97it/s] 28/30 5.63G 0.8049 0.7859 1.186 21 800: 16%|█▌ | 37/233 [00:09<00:49, 3.97it/s] 28/30 5.63G 0.8049 0.7859 1.186 21 800: 16%|█▋ | 38/233 [00:09<00:48, 4.00it/s] 28/30 5.63G 0.8046 0.7873 1.187 22 800: 16%|█▋ | 38/233 [00:09<00:48, 4.00it/s] 28/30 5.63G 0.8046 0.7873 1.187 22 800: 17%|█▋ | 39/233 [00:09<00:48, 4.01it/s] 28/30 5.63G 0.8041 0.7885 1.188 22 800: 17%|█▋ | 39/233 [00:10<00:48, 4.01it/s] 28/30 5.63G 0.8041 0.7885 1.188 22 800: 17%|█▋ | 40/233 [00:10<00:49, 3.92it/s] 28/30 5.63G 0.8007 0.7874 1.187 18 800: 17%|█▋ | 40/233 [00:10<00:49, 3.92it/s] 28/30 5.63G 0.8007 0.7874 1.187 18 800: 18%|█▊ | 41/233 [00:10<00:48, 3.96it/s] 28/30 5.63G 0.7978 0.7816 1.187 17 800: 18%|█▊ | 41/233 [00:10<00:48, 3.96it/s] 28/30 5.63G 0.7978 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| 60/233 [00:15<00:44, 3.85it/s] 28/30 5.63G 0.7891 0.7795 1.179 19 800: 26%|██▌ | 61/233 [00:15<00:43, 3.91it/s] 28/30 5.63G 0.7875 0.7778 1.178 20 800: 26%|██▌ | 61/233 [00:15<00:43, 3.91it/s] 28/30 5.63G 0.7875 0.7778 1.178 20 800: 27%|██▋ | 62/233 [00:15<00:43, 3.94it/s] 28/30 5.63G 0.7859 0.7786 1.177 23 800: 27%|██▋ | 62/233 [00:15<00:43, 3.94it/s] 28/30 5.63G 0.7859 0.7786 1.177 23 800: 27%|██▋ | 63/233 [00:15<00:43, 3.95it/s] 28/30 5.63G 0.7861 0.7775 1.176 17 800: 27%|██▋ | 63/233 [00:16<00:43, 3.95it/s] 28/30 5.63G 0.7861 0.7775 1.176 17 800: 27%|██▋ | 64/233 [00:16<00:43, 3.89it/s] 28/30 5.63G 0.7853 0.7757 1.178 25 800: 27%|██▋ | 64/233 [00:16<00:43, 3.89it/s] 28/30 5.63G 0.7853 0.7757 1.178 25 800: 28%|██▊ | 65/233 [00:16<00:42, 3.91it/s] 28/30 5.63G 0.7862 0.7756 1.179 18 800: 28%|██▊ | 65/233 [00:16<00:42, 3.91it/s] 28/30 5.63G 0.7862 0.7756 1.179 18 800: 28%|██▊ | 66/233 [00:16<00:42, 3.94it/s] 28/30 5.63G 0.7834 0.7769 1.176 22 800: 28%|██▊ | 66/233 [00:16<00:42, 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0.7553 1.178 24 800: 72%|███████▏ | 168/233 [00:43<00:17, 3.63it/s] 28/30 5.63G 0.7763 0.7535 1.176 18 800: 72%|███████▏ | 168/233 [00:43<00:17, 3.63it/s] 28/30 5.63G 0.7763 0.7535 1.176 18 800: 73%|███████▎ | 169/233 [00:43<00:17, 3.74it/s] 28/30 5.63G 0.7757 0.7528 1.177 22 800: 73%|███████▎ | 169/233 [00:43<00:17, 3.74it/s] 28/30 5.63G 0.7757 0.7528 1.177 22 800: 73%|███████▎ | 170/233 [00:43<00:16, 3.76it/s] 28/30 5.63G 0.7741 0.7508 1.176 16 800: 73%|███████▎ | 170/233 [00:44<00:16, 3.76it/s] 28/30 5.63G 0.7741 0.7508 1.176 16 800: 73%|███████▎ | 171/233 [00:44<00:16, 3.70it/s] 28/30 5.63G 0.7752 0.7525 1.177 29 800: 73%|███████▎ | 171/233 [00:44<00:16, 3.70it/s] 28/30 5.63G 0.7752 0.7525 1.177 29 800: 74%|███████▍ | 172/233 [00:44<00:17, 3.54it/s] 28/30 5.63G 0.775 0.7523 1.177 20 800: 74%|███████▍ | 172/233 [00:44<00:17, 3.54it/s] 28/30 5.63G 0.775 0.7523 1.177 20 800: 74%|███████▍ | 173/233 [00:44<00:16, 3.60it/s] 28/30 5.63G 0.7745 0.7526 1.176 18 800: 74%|███████▍ | 173/233 [00:45<00:16, 3.60it/s] 28/30 5.63G 0.7745 0.7526 1.176 18 800: 75%|███████▍ | 174/233 [00:45<00:16, 3.62it/s] 28/30 5.63G 0.774 0.7521 1.176 22 800: 75%|███████▍ | 174/233 [00:45<00:16, 3.62it/s] 28/30 5.63G 0.774 0.7521 1.176 22 800: 75%|███████▌ | 175/233 [00:45<00:16, 3.61it/s] 28/30 5.63G 0.7735 0.7511 1.176 20 800: 75%|███████▌ | 175/233 [00:45<00:16, 3.61it/s] 28/30 5.63G 0.7735 0.7511 1.176 20 800: 76%|███████▌ | 176/233 [00:45<00:16, 3.52it/s] 28/30 5.63G 0.7733 0.7506 1.175 21 800: 76%|███████▌ | 176/233 [00:45<00:16, 3.52it/s] 28/30 5.63G 0.7733 0.7506 1.175 21 800: 76%|███████▌ | 177/233 [00:45<00:15, 3.66it/s] 28/30 5.63G 0.7731 0.7499 1.175 22 800: 76%|███████▌ | 177/233 [00:46<00:15, 3.66it/s] 28/30 5.63G 0.7731 0.7499 1.175 22 800: 76%|███████▋ | 178/233 [00:46<00:15, 3.63it/s] 28/30 5.63G 0.773 0.75 1.175 22 800: 76%|███████▋ | 178/233 [00:46<00:15, 3.63it/s] 28/30 5.63G 0.773 0.75 1.175 22 800: 77%|███████▋ | 179/233 [00:46<00:14, 3.62it/s] 28/30 5.63G 0.7747 0.7521 1.177 35 800: 77%|███████▋ | 179/233 [00:46<00:14, 3.62it/s] 28/30 5.63G 0.7747 0.7521 1.177 35 800: 77%|███████▋ | 180/233 [00:46<00:14, 3.63it/s] 28/30 5.63G 0.7733 0.7511 1.176 20 800: 77%|███████▋ | 180/233 [00:46<00:14, 3.63it/s] 28/30 5.63G 0.7733 0.7511 1.176 20 800: 78%|███████▊ | 181/233 [00:46<00:14, 3.68it/s] 28/30 5.63G 0.772 0.7507 1.175 17 800: 78%|███████▊ | 181/233 [00:47<00:14, 3.68it/s] 28/30 5.63G 0.772 0.7507 1.175 17 800: 78%|███████▊ | 182/233 [00:47<00:14, 3.64it/s] 28/30 5.63G 0.7714 0.75 1.174 19 800: 78%|███████▊ | 182/233 [00:47<00:14, 3.64it/s] 28/30 5.63G 0.7714 0.75 1.174 19 800: 79%|███████▊ | 183/233 [00:47<00:13, 3.72it/s] 28/30 5.63G 0.7719 0.7501 1.175 22 800: 79%|███████▊ | 183/233 [00:47<00:13, 3.72it/s] 28/30 5.63G 0.7719 0.7501 1.175 22 800: 79%|███████▉ | 184/233 [00:47<00:13, 3.74it/s] 28/30 5.63G 0.7739 0.7522 1.177 25 800: 79%|███████▉ | 184/233 [00:48<00:13, 3.74it/s] 28/30 5.63G 0.7739 0.7522 1.177 25 800: 79%|███████▉ | 185/233 [00:48<00:12, 3.83it/s] 28/30 5.63G 0.7731 0.7518 1.176 20 800: 79%|███████▉ | 185/233 [00:48<00:12, 3.83it/s] 28/30 5.63G 0.7731 0.7518 1.176 20 800: 80%|███████▉ | 186/233 [00:48<00:12, 3.71it/s] 28/30 5.63G 0.7727 0.7512 1.176 20 800: 80%|███████▉ | 186/233 [00:48<00:12, 3.71it/s] 28/30 5.63G 0.7727 0.7512 1.176 20 800: 80%|████████ | 187/233 [00:48<00:12, 3.67it/s] 28/30 5.63G 0.7737 0.7509 1.176 19 800: 80%|████████ | 187/233 [00:48<00:12, 3.67it/s] 28/30 5.63G 0.7737 0.7509 1.176 19 800: 81%|████████ | 188/233 [00:48<00:12, 3.69it/s] 28/30 5.63G 0.7733 0.7502 1.177 20 800: 81%|████████ | 188/233 [00:49<00:12, 3.69it/s] 28/30 5.63G 0.7733 0.7502 1.177 20 800: 81%|████████ | 189/233 [00:49<00:11, 3.79it/s] 28/30 5.63G 0.7737 0.7514 1.177 21 800: 81%|████████ | 189/233 [00:49<00:11, 3.79it/s] 28/30 5.63G 0.7737 0.7514 1.177 21 800: 82%|████████▏ | 190/233 [00:49<00:11, 3.86it/s] 28/30 5.63G 0.7735 0.751 1.177 20 800: 82%|████████▏ | 190/233 [00:49<00:11, 3.86it/s] 28/30 5.63G 0.7735 0.751 1.177 20 800: 82%|████████▏ | 191/233 [00:49<00:10, 3.92it/s] 28/30 5.63G 0.7729 0.7501 1.176 18 800: 82%|████████▏ | 191/233 [00:49<00:10, 3.92it/s] 28/30 5.63G 0.7729 0.7501 1.176 18 800: 82%|████████▏ | 192/233 [00:49<00:10, 3.86it/s] 28/30 5.63G 0.7729 0.7499 1.176 20 800: 82%|████████▏ | 192/233 [00:50<00:10, 3.86it/s] 28/30 5.63G 0.7729 0.7499 1.176 20 800: 83%|████████▎ | 193/233 [00:50<00:10, 3.84it/s] 28/30 5.63G 0.773 0.7488 1.176 19 800: 83%|████████▎ | 193/233 [00:50<00:10, 3.84it/s] 28/30 5.63G 0.773 0.7488 1.176 19 800: 83%|████████▎ | 194/233 [00:50<00:10, 3.75it/s] 28/30 5.63G 0.7729 0.7485 1.175 26 800: 83%|████████▎ | 194/233 [00:50<00:10, 3.75it/s] 28/30 5.63G 0.7729 0.7485 1.175 26 800: 84%|████████▎ | 195/233 [00:50<00:10, 3.80it/s] 28/30 5.63G 0.772 0.7483 1.175 19 800: 84%|████████▎ | 195/233 [00:50<00:10, 3.80it/s] 28/30 5.63G 0.772 0.7483 1.175 19 800: 84%|████████▍ | 196/233 [00:50<00:09, 3.79it/s] 28/30 5.63G 0.7731 0.7498 1.176 23 800: 84%|████████▍ | 196/233 [00:51<00:09, 3.79it/s] 28/30 5.63G 0.7731 0.7498 1.176 23 800: 85%|████████▍ | 197/233 [00:51<00:09, 3.87it/s] 28/30 5.63G 0.7727 0.7483 1.175 17 800: 85%|████████▍ | 197/233 [00:51<00:09, 3.87it/s] 28/30 5.63G 0.7727 0.7483 1.175 17 800: 85%|████████▍ | 198/233 [00:51<00:09, 3.85it/s] 28/30 5.63G 0.7718 0.747 1.174 18 800: 85%|████████▍ | 198/233 [00:51<00:09, 3.85it/s] 28/30 5.63G 0.7718 0.747 1.174 18 800: 85%|████████▌ | 199/233 [00:51<00:09, 3.76it/s] 28/30 5.63G 0.7733 0.7482 1.175 19 800: 85%|████████▌ | 199/233 [00:52<00:09, 3.76it/s] 28/30 5.63G 0.7733 0.7482 1.175 19 800: 86%|████████▌ | 200/233 [00:52<00:09, 3.54it/s] 28/30 5.63G 0.7723 0.747 1.174 17 800: 86%|████████▌ | 200/233 [00:52<00:09, 3.54it/s] 28/30 5.63G 0.7723 0.747 1.174 17 800: 86%|████████▋ | 201/233 [00:52<00:08, 3.56it/s] 28/30 5.63G 0.7717 0.7474 1.173 21 800: 86%|████████▋ | 201/233 [00:52<00:08, 3.56it/s] 28/30 5.63G 0.7717 0.7474 1.173 21 800: 87%|████████▋ | 202/233 [00:52<00:08, 3.56it/s] 28/30 5.63G 0.7711 0.7459 1.173 19 800: 87%|████████▋ | 202/233 [00:52<00:08, 3.56it/s] 28/30 5.63G 0.7711 0.7459 1.173 19 800: 87%|████████▋ | 203/233 [00:52<00:08, 3.54it/s] 28/30 5.63G 0.7716 0.7469 1.173 24 800: 87%|████████▋ | 203/233 [00:53<00:08, 3.54it/s] 28/30 5.63G 0.7716 0.7469 1.173 24 800: 88%|████████▊ | 204/233 [00:53<00:08, 3.43it/s] 28/30 5.63G 0.772 0.7477 1.173 23 800: 88%|████████▊ | 204/233 [00:53<00:08, 3.43it/s] 28/30 5.63G 0.772 0.7477 1.173 23 800: 88%|████████▊ | 205/233 [00:53<00:07, 3.56it/s] 28/30 5.63G 0.7725 0.7475 1.173 18 800: 88%|████████▊ | 205/233 [00:53<00:07, 3.56it/s] 28/30 5.63G 0.7725 0.7475 1.173 18 800: 88%|████████▊ | 206/233 [00:53<00:07, 3.69it/s] 28/30 5.63G 0.7713 0.7463 1.172 20 800: 88%|████████▊ | 206/233 [00:53<00:07, 3.69it/s] 28/30 5.63G 0.7713 0.7463 1.172 20 800: 89%|████████▉ | 207/233 [00:53<00:06, 3.79it/s] 28/30 5.63G 0.7715 0.7473 1.172 25 800: 89%|████████▉ | 207/233 [00:54<00:06, 3.79it/s] 28/30 5.63G 0.7715 0.7473 1.172 25 800: 89%|████████▉ | 208/233 [00:54<00:06, 3.78it/s] 28/30 5.63G 0.77 0.7458 1.171 18 800: 89%|████████▉ | 208/233 [00:54<00:06, 3.78it/s] 28/30 5.63G 0.77 0.7458 1.171 18 800: 90%|████████▉ | 209/233 [00:54<00:06, 3.86it/s] 28/30 5.63G 0.77 0.7465 1.172 21 800: 90%|████████▉ | 209/233 [00:54<00:06, 3.86it/s] 28/30 5.63G 0.77 0.7465 1.172 21 800: 90%|█████████ | 210/233 [00:54<00:05, 3.92it/s] 28/30 5.63G 0.7696 0.7456 1.172 19 800: 90%|█████████ | 210/233 [00:54<00:05, 3.92it/s] 28/30 5.63G 0.7696 0.7456 1.172 19 800: 91%|█████████ | 211/233 [00:54<00:05, 3.97it/s] 28/30 5.63G 0.7694 0.7447 1.173 17 800: 91%|█████████ | 211/233 [00:55<00:05, 3.97it/s] 28/30 5.63G 0.7694 0.7447 1.173 17 800: 91%|█████████ | 212/233 [00:55<00:05, 3.92it/s] 28/30 5.63G 0.7692 0.7435 1.172 18 800: 91%|█████████ | 212/233 [00:55<00:05, 3.92it/s] 28/30 5.63G 0.7692 0.7435 1.172 18 800: 91%|█████████▏| 213/233 [00:55<00:05, 3.95it/s] 28/30 5.63G 0.7695 0.7446 1.173 22 800: 91%|█████████▏| 213/233 [00:55<00:05, 3.95it/s] 28/30 5.63G 0.7695 0.7446 1.173 22 800: 92%|█████████▏| 214/233 [00:55<00:04, 3.95it/s] 28/30 5.63G 0.7683 0.7439 1.172 17 800: 92%|█████████▏| 214/233 [00:55<00:04, 3.95it/s] 28/30 5.63G 0.7683 0.7439 1.172 17 800: 92%|█████████▏| 215/233 [00:55<00:04, 3.88it/s] 28/30 5.63G 0.7681 0.7436 1.172 20 800: 92%|█████████▏| 215/233 [00:56<00:04, 3.88it/s] 28/30 5.63G 0.7681 0.7436 1.172 20 800: 93%|█████████▎| 216/233 [00:56<00:04, 3.84it/s] 28/30 5.63G 0.768 0.7435 1.171 18 800: 93%|█████████▎| 216/233 [00:56<00:04, 3.84it/s] 28/30 5.63G 0.768 0.7435 1.171 18 800: 93%|█████████▎| 217/233 [00:56<00:04, 3.81it/s] 28/30 5.63G 0.7679 0.7437 1.171 22 800: 93%|█████████▎| 217/233 [00:56<00:04, 3.81it/s] 28/30 5.63G 0.7679 0.7437 1.171 22 800: 94%|█████████▎| 218/233 [00:56<00:04, 3.73it/s] 28/30 5.63G 0.7675 0.7429 1.171 20 800: 94%|█████████▎| 218/233 [00:57<00:04, 3.73it/s] 28/30 5.63G 0.7675 0.7429 1.171 20 800: 94%|█████████▍| 219/233 [00:57<00:03, 3.75it/s] 28/30 5.63G 0.7678 0.7429 1.172 25 800: 94%|█████████▍| 219/233 [00:57<00:03, 3.75it/s] 28/30 5.63G 0.7678 0.7429 1.172 25 800: 94%|█████████▍| 220/233 [00:57<00:03, 3.76it/s] 28/30 5.63G 0.7684 0.7435 1.172 20 800: 94%|█████████▍| 220/233 [00:57<00:03, 3.76it/s] 28/30 5.63G 0.7684 0.7435 1.172 20 800: 95%|█████████▍| 221/233 [00:57<00:03, 3.84it/s] 28/30 5.63G 0.7677 0.7429 1.172 20 800: 95%|█████████▍| 221/233 [00:57<00:03, 3.84it/s] 28/30 5.63G 0.7677 0.7429 1.172 20 800: 95%|█████████▌| 222/233 [00:57<00:02, 3.91it/s] 28/30 5.63G 0.7671 0.7426 1.172 19 800: 95%|█████████▌| 222/233 [00:58<00:02, 3.91it/s] 28/30 5.63G 0.7671 0.7426 1.172 19 800: 96%|█████████▌| 223/233 [00:58<00:02, 3.94it/s] 28/30 5.63G 0.7672 0.7432 1.173 22 800: 96%|█████████▌| 223/233 [00:58<00:02, 3.94it/s] 28/30 5.63G 0.7672 0.7432 1.173 22 800: 96%|█████████▌| 224/233 [00:58<00:02, 3.89it/s] 28/30 5.63G 0.7673 0.7431 1.173 23 800: 96%|█████████▌| 224/233 [00:58<00:02, 3.89it/s] 28/30 5.63G 0.7673 0.7431 1.173 23 800: 97%|█████████▋| 225/233 [00:58<00:02, 3.93it/s] 28/30 5.63G 0.7666 0.7427 1.172 17 800: 97%|█████████▋| 225/233 [00:58<00:02, 3.93it/s] 28/30 5.63G 0.7666 0.7427 1.172 17 800: 97%|█████████▋| 226/233 [00:58<00:01, 3.96it/s] 28/30 5.63G 0.7675 0.7426 1.174 18 800: 97%|█████████▋| 226/233 [00:59<00:01, 3.96it/s] 28/30 5.63G 0.7675 0.7426 1.174 18 800: 97%|█████████▋| 227/233 [00:59<00:01, 3.91it/s] 28/30 5.63G 0.7667 0.7415 1.174 17 800: 97%|█████████▋| 227/233 [00:59<00:01, 3.91it/s] 28/30 5.63G 0.7667 0.7415 1.174 17 800: 98%|█████████▊| 228/233 [00:59<00:01, 3.71it/s] 28/30 5.63G 0.7656 0.7406 1.173 17 800: 98%|█████████▊| 228/233 [00:59<00:01, 3.71it/s] 28/30 5.63G 0.7656 0.7406 1.173 17 800: 98%|█████████▊| 229/233 [00:59<00:01, 3.69it/s] 28/30 5.63G 0.7656 0.7403 1.173 24 800: 98%|█████████▊| 229/233 [00:59<00:01, 3.69it/s] 28/30 5.63G 0.7656 0.7403 1.173 24 800: 99%|█████████▊| 230/233 [00:59<00:00, 3.71it/s] 28/30 5.63G 0.766 0.7401 1.175 21 800: 99%|█████████▊| 230/233 [01:00<00:00, 3.71it/s] 28/30 5.63G 0.766 0.7401 1.175 21 800: 99%|█████████▉| 231/233 [01:00<00:00, 3.77it/s] 28/30 5.63G 0.7659 0.7407 1.175 19 800: 99%|█████████▉| 231/233 [01:00<00:00, 3.77it/s] 28/30 5.63G 0.7659 0.7407 1.175 19 800: 100%|█████████▉| 232/233 [01:00<00:00, 3.75it/s] 28/30 6.22G 0.7646 0.7394 1.174 6 800: 100%|█████████▉| 232/233 [01:00<00:00, 3.75it/s] 28/30 6.22G 0.7646 0.7394 1.174 6 800: 100%|██████████| 233/233 [01:00<00:00, 4.53it/s] 28/30 6.22G 0.7646 0.7394 1.174 6 800: 100%|██████████| 233/233 [01:00<00:00, 3.85it/s] Class Images Instances Box(P R mAP50 mAP50-95): 0%| | 0/7 [00:00<?, ?it/s] Class Images Instances Box(P R mAP50 mAP50-95): 14%|█▍ | 1/7 [00:00<00:01, 4.23it/s] Class Images Instances Box(P R mAP50 mAP50-95): 29%|██▊ | 2/7 [00:00<00:01, 4.24it/s] Class Images Instances Box(P R mAP50 mAP50-95): 43%|████▎ | 3/7 [00:00<00:00, 4.25it/s] Class Images Instances Box(P R mAP50 mAP50-95): 57%|█████▋ | 4/7 [00:00<00:00, 4.34it/s] Class Images Instances Box(P R mAP50 mAP50-95): 71%|███████▏ | 5/7 [00:01<00:00, 4.24it/s] Class Images Instances Box(P R mAP50 mAP50-95): 86%|████████▌ | 6/7 [00:01<00:00, 4.18it/s] Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 7/7 [00:01<00:00, 4.69it/s] all 200 249 0.855 0.731 0.807 0.599 Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size 0%| | 0/233 [00:00<?, ?it/s] 29/30 5.6G 0.625 0.6557 1.112 18 800: 0%| | 0/233 [00:00<?, ?it/s] 29/30 5.6G 0.625 0.6557 1.112 18 800: 0%| | 1/233 [00:00<01:08, 3.39it/s] 29/30 5.62G 0.6984 0.653 1.165 18 800: 0%| | 1/233 [00:00<01:08, 3.39it/s] 29/30 5.62G 0.6984 0.653 1.165 18 800: 1%| | 2/233 [00:00<01:01, 3.76it/s] 29/30 5.63G 0.7671 0.8372 1.245 22 800: 1%| | 2/233 [00:00<01:01, 3.76it/s] 29/30 5.63G 0.7671 0.8372 1.245 22 800: 1%|▏ | 3/233 [00:00<01:00, 3.81it/s] 29/30 5.63G 0.7298 0.7498 1.226 19 800: 1%|▏ | 3/233 [00:01<01:00, 3.81it/s] 29/30 5.63G 0.7298 0.7498 1.226 19 800: 2%|▏ | 4/233 [00:01<01:00, 3.78it/s] 29/30 5.63G 0.7312 0.7383 1.236 18 800: 2%|▏ | 4/233 [00:01<01:00, 3.78it/s] 29/30 5.63G 0.7312 0.7383 1.236 18 800: 2%|▏ | 5/233 [00:01<00:59, 3.84it/s] 29/30 5.63G 0.7818 0.7828 1.241 20 800: 2%|▏ | 5/233 [00:01<00:59, 3.84it/s] 29/30 5.63G 0.7818 0.7828 1.241 20 800: 3%|▎ | 6/233 [00:01<00:58, 3.87it/s] 29/30 5.63G 0.7554 0.7518 1.22 22 800: 3%|▎ | 6/233 [00:01<00:58, 3.87it/s] 29/30 5.63G 0.7554 0.7518 1.22 22 800: 3%|▎ | 7/233 [00:01<00:58, 3.85it/s] 29/30 5.63G 0.723 0.7255 1.188 18 800: 3%|▎ | 7/233 [00:02<00:58, 3.85it/s] 29/30 5.63G 0.723 0.7255 1.188 18 800: 3%|▎ | 8/233 [00:02<00:57, 3.92it/s] 29/30 5.63G 0.7229 0.7235 1.173 22 800: 3%|▎ | 8/233 [00:02<00:57, 3.92it/s] 29/30 5.63G 0.7229 0.7235 1.173 22 800: 4%|▍ | 9/233 [00:02<00:56, 3.97it/s] 29/30 5.63G 0.7395 0.7507 1.179 25 800: 4%|▍ | 9/233 [00:02<00:56, 3.97it/s] 29/30 5.63G 0.7395 0.7507 1.179 25 800: 4%|▍ | 10/233 [00:02<00:55, 4.01it/s] 29/30 5.63G 0.7481 0.7554 1.176 21 800: 4%|▍ | 10/233 [00:02<00:55, 4.01it/s] 29/30 5.63G 0.7481 0.7554 1.176 21 800: 5%|▍ | 11/233 [00:02<00:57, 3.86it/s] 29/30 5.63G 0.7508 0.7428 1.176 21 800: 5%|▍ | 11/233 [00:03<00:57, 3.86it/s] 29/30 5.63G 0.7508 0.7428 1.176 21 800: 5%|▌ | 12/233 [00:03<00:58, 3.77it/s] 29/30 5.63G 0.7407 0.7188 1.165 17 800: 5%|▌ | 12/233 [00:03<00:58, 3.77it/s] 29/30 5.63G 0.7407 0.7188 1.165 17 800: 6%|▌ | 13/233 [00:03<00:59, 3.72it/s] 29/30 5.63G 0.7207 0.6994 1.145 17 800: 6%|▌ | 13/233 [00:03<00:59, 3.72it/s] 29/30 5.63G 0.7207 0.6994 1.145 17 800: 6%|▌ | 14/233 [00:03<00:58, 3.75it/s] 29/30 5.63G 0.7198 0.7 1.147 19 800: 6%|▌ | 14/233 [00:03<00:58, 3.75it/s] 29/30 5.63G 0.7198 0.7 1.147 19 800: 6%|▋ | 15/233 [00:03<01:00, 3.63it/s] 29/30 5.63G 0.7246 0.7023 1.151 18 800: 6%|▋ | 15/233 [00:04<01:00, 3.63it/s] 29/30 5.63G 0.7246 0.7023 1.151 18 800: 7%|▋ | 16/233 [00:04<00:59, 3.66it/s] 29/30 5.63G 0.7184 0.6953 1.15 18 800: 7%|▋ | 16/233 [00:04<00:59, 3.66it/s] 29/30 5.63G 0.7184 0.6953 1.15 18 800: 7%|▋ | 17/233 [00:04<00:57, 3.73it/s] 29/30 5.63G 0.7246 0.6997 1.152 22 800: 7%|▋ | 17/233 [00:04<00:57, 3.73it/s] 29/30 5.63G 0.7246 0.6997 1.152 22 800: 8%|▊ | 18/233 [00:04<00:56, 3.82it/s] 29/30 5.63G 0.7307 0.7031 1.15 24 800: 8%|▊ | 18/233 [00:05<00:56, 3.82it/s] 29/30 5.63G 0.7307 0.7031 1.15 24 800: 8%|▊ | 19/233 [00:05<00:56, 3.75it/s] 29/30 5.63G 0.7337 0.703 1.146 22 800: 8%|▊ | 19/233 [00:05<00:56, 3.75it/s] 29/30 5.63G 0.7337 0.703 1.146 22 800: 9%|▊ | 20/233 [00:05<00:56, 3.80it/s] 29/30 5.63G 0.7301 0.6981 1.148 18 800: 9%|▊ | 20/233 [00:05<00:56, 3.80it/s] 29/30 5.63G 0.7301 0.6981 1.148 18 800: 9%|▉ | 21/233 [00:05<00:54, 3.87it/s] 29/30 5.63G 0.7224 0.6943 1.143 18 800: 9%|▉ | 21/233 [00:05<00:54, 3.87it/s] 29/30 5.63G 0.7224 0.6943 1.143 18 800: 9%|▉ | 22/233 [00:05<00:54, 3.89it/s] 29/30 5.63G 0.7245 0.6984 1.145 20 800: 9%|▉ | 22/233 [00:06<00:54, 3.89it/s] 29/30 5.63G 0.7245 0.6984 1.145 20 800: 10%|▉ | 23/233 [00:06<00:56, 3.69it/s] 29/30 5.63G 0.7267 0.7 1.143 22 800: 10%|▉ | 23/233 [00:06<00:56, 3.69it/s] 29/30 5.63G 0.7267 0.7 1.143 22 800: 10%|█ | 24/233 [00:06<00:58, 3.60it/s] 29/30 5.63G 0.7215 0.6942 1.14 18 800: 10%|█ | 24/233 [00:06<00:58, 3.60it/s] 29/30 5.63G 0.7215 0.6942 1.14 18 800: 11%|█ | 25/233 [00:06<00:57, 3.60it/s] 29/30 5.63G 0.7155 0.6938 1.136 19 800: 11%|█ | 25/233 [00:06<00:57, 3.60it/s] 29/30 5.63G 0.7155 0.6938 1.136 19 800: 11%|█ | 26/233 [00:06<00:58, 3.55it/s] 29/30 5.63G 0.7159 0.6924 1.132 20 800: 11%|█ | 26/233 [00:07<00:58, 3.55it/s] 29/30 5.63G 0.7159 0.6924 1.132 20 800: 12%|█▏ | 27/233 [00:07<00:59, 3.47it/s] 29/30 5.63G 0.7078 0.6843 1.127 16 800: 12%|█▏ | 27/233 [00:07<00:59, 3.47it/s] 29/30 5.63G 0.7078 0.6843 1.127 16 800: 12%|█▏ | 28/233 [00:07<00:59, 3.46it/s] 29/30 5.63G 0.7077 0.6854 1.123 25 800: 12%|█▏ | 28/233 [00:07<00:59, 3.46it/s] 29/30 5.63G 0.7077 0.6854 1.123 25 800: 12%|█▏ | 29/233 [00:07<00:58, 3.48it/s] 29/30 5.63G 0.7082 0.6833 1.122 21 800: 12%|█▏ | 29/233 [00:08<00:58, 3.48it/s] 29/30 5.63G 0.7082 0.6833 1.122 21 800: 13%|█▎ | 30/233 [00:08<00:57, 3.52it/s] 29/30 5.63G 0.7093 0.6855 1.121 21 800: 13%|█▎ | 30/233 [00:08<00:57, 3.52it/s] 29/30 5.63G 0.7093 0.6855 1.121 21 800: 13%|█▎ | 31/233 [00:08<00:58, 3.48it/s] 29/30 5.63G 0.7057 0.6776 1.117 17 800: 13%|█▎ | 31/233 [00:08<00:58, 3.48it/s] 29/30 5.63G 0.7057 0.6776 1.117 17 800: 14%|█▎ | 32/233 [00:08<00:57, 3.51it/s] 29/30 5.63G 0.7049 0.6786 1.12 20 800: 14%|█▎ | 32/233 [00:08<00:57, 3.51it/s] 29/30 5.63G 0.7049 0.6786 1.12 20 800: 14%|█▍ | 33/233 [00:08<00:57, 3.47it/s] 29/30 5.63G 0.7032 0.6744 1.117 18 800: 14%|█▍ | 33/233 [00:09<00:57, 3.47it/s] 29/30 5.63G 0.7032 0.6744 1.117 18 800: 15%|█▍ | 34/233 [00:09<00:57, 3.46it/s] 29/30 5.63G 0.7148 0.6878 1.128 21 800: 15%|█▍ | 34/233 [00:09<00:57, 3.46it/s] 29/30 5.63G 0.7148 0.6878 1.128 21 800: 15%|█▌ | 35/233 [00:09<00:57, 3.42it/s] 29/30 5.63G 0.7135 0.6887 1.129 22 800: 15%|█▌ | 35/233 [00:09<00:57, 3.42it/s] 29/30 5.63G 0.7135 0.6887 1.129 22 800: 15%|█▌ | 36/233 [00:09<00:57, 3.40it/s] 29/30 5.63G 0.7118 0.6882 1.127 19 800: 15%|█▌ | 36/233 [00:10<00:57, 3.40it/s] 29/30 5.63G 0.7118 0.6882 1.127 19 800: 16%|█▌ | 37/233 [00:10<00:57, 3.40it/s] 29/30 5.63G 0.7078 0.6835 1.126 17 800: 16%|█▌ | 37/233 [00:10<00:57, 3.40it/s] 29/30 5.63G 0.7078 0.6835 1.126 17 800: 16%|█▋ | 38/233 [00:10<00:56, 3.42it/s] 29/30 5.63G 0.7137 0.69 1.132 20 800: 16%|█▋ | 38/233 [00:10<00:56, 3.42it/s] 29/30 5.63G 0.7137 0.69 1.132 20 800: 17%|█▋ | 39/233 [00:10<00:58, 3.32it/s] 29/30 5.63G 0.7193 0.6914 1.136 20 800: 17%|█▋ | 39/233 [00:11<00:58, 3.32it/s] 29/30 5.63G 0.7193 0.6914 1.136 20 800: 17%|█▋ | 40/233 [00:11<00:57, 3.34it/s] 29/30 5.63G 0.7196 0.6886 1.136 19 800: 17%|█▋ | 40/233 [00:11<00:57, 3.34it/s] 29/30 5.63G 0.7196 0.6886 1.136 19 800: 18%|█▊ | 41/233 [00:11<00:57, 3.32it/s] 29/30 5.63G 0.7207 0.6908 1.137 21 800: 18%|█▊ | 41/233 [00:11<00:57, 3.32it/s] 29/30 5.63G 0.7207 0.6908 1.137 21 800: 18%|█▊ | 42/233 [00:11<00:57, 3.34it/s] 29/30 5.63G 0.7179 0.6888 1.133 20 800: 18%|█▊ | 42/233 [00:11<00:57, 3.34it/s] 29/30 5.63G 0.7179 0.6888 1.133 20 800: 18%|█▊ | 43/233 [00:11<00:57, 3.28it/s] 29/30 5.63G 0.7159 0.6873 1.131 18 800: 18%|█▊ | 43/233 [00:12<00:57, 3.28it/s] 29/30 5.63G 0.7159 0.6873 1.131 18 800: 19%|█▉ | 44/233 [00:12<00:57, 3.30it/s] 29/30 5.63G 0.718 0.6857 1.132 18 800: 19%|█▉ | 44/233 [00:12<00:57, 3.30it/s] 29/30 5.63G 0.718 0.6857 1.132 18 800: 19%|█▉ | 45/233 [00:12<00:56, 3.33it/s] 29/30 5.63G 0.7168 0.6854 1.132 21 800: 19%|█▉ | 45/233 [00:12<00:56, 3.33it/s] 29/30 5.63G 0.7168 0.6854 1.132 21 800: 20%|█▉ | 46/233 [00:12<00:55, 3.35it/s] 29/30 5.63G 0.7159 0.6865 1.132 22 800: 20%|█▉ | 46/233 [00:13<00:55, 3.35it/s] 29/30 5.63G 0.7159 0.6865 1.132 22 800: 20%|██ | 47/233 [00:13<00:57, 3.25it/s] 29/30 5.63G 0.718 0.6906 1.134 20 800: 20%|██ | 47/233 [00:13<00:57, 3.25it/s] 29/30 5.63G 0.718 0.6906 1.134 20 800: 21%|██ | 48/233 [00:13<00:56, 3.29it/s] 29/30 5.63G 0.7219 0.692 1.137 22 800: 21%|██ | 48/233 [00:13<00:56, 3.29it/s] 29/30 5.63G 0.7219 0.692 1.137 22 800: 21%|██ | 49/233 [00:13<00:55, 3.31it/s] 29/30 5.63G 0.7203 0.6917 1.14 18 800: 21%|██ | 49/233 [00:14<00:55, 3.31it/s] 29/30 5.63G 0.7203 0.6917 1.14 18 800: 21%|██▏ | 50/233 [00:14<00:55, 3.32it/s] 29/30 5.63G 0.7148 0.6862 1.136 17 800: 21%|██▏ | 50/233 [00:14<00:55, 3.32it/s] 29/30 5.63G 0.7148 0.6862 1.136 17 800: 22%|██▏ | 51/233 [00:14<00:56, 3.25it/s] 29/30 5.63G 0.7131 0.6822 1.136 19 800: 22%|██▏ | 51/233 [00:14<00:56, 3.25it/s] 29/30 5.63G 0.7131 0.6822 1.136 19 800: 22%|██▏ | 52/233 [00:14<00:54, 3.33it/s] 29/30 5.63G 0.7158 0.6869 1.139 23 800: 22%|██▏ | 52/233 [00:14<00:54, 3.33it/s] 29/30 5.63G 0.7158 0.6869 1.139 23 800: 23%|██▎ | 53/233 [00:14<00:53, 3.37it/s] 29/30 5.63G 0.7126 0.6834 1.136 21 800: 23%|██▎ | 53/233 [00:15<00:53, 3.37it/s] 29/30 5.63G 0.7126 0.6834 1.136 21 800: 23%|██▎ | 54/233 [00:15<00:53, 3.34it/s] 29/30 5.63G 0.7121 0.6818 1.136 20 800: 23%|██▎ | 54/233 [00:15<00:53, 3.34it/s] 29/30 5.63G 0.7121 0.6818 1.136 20 800: 24%|██▎ | 55/233 [00:15<00:54, 3.25it/s] 29/30 5.63G 0.7096 0.6792 1.139 19 800: 24%|██▎ | 55/233 [00:15<00:54, 3.25it/s] 29/30 5.63G 0.7096 0.6792 1.139 19 800: 24%|██▍ | 56/233 [00:15<00:52, 3.35it/s] 29/30 5.63G 0.7117 0.6807 1.141 20 800: 24%|██▍ | 56/233 [00:16<00:52, 3.35it/s] 29/30 5.63G 0.7117 0.6807 1.141 20 800: 24%|██▍ | 57/233 [00:16<00:50, 3.49it/s] 29/30 5.63G 0.7197 0.6881 1.148 26 800: 24%|██▍ | 57/233 [00:16<00:50, 3.49it/s] 29/30 5.63G 0.7197 0.6881 1.148 26 800: 25%|██▍ | 58/233 [00:16<00:48, 3.58it/s] 29/30 5.63G 0.7204 0.687 1.149 23 800: 25%|██▍ | 58/233 [00:16<00:48, 3.58it/s] 29/30 5.63G 0.7204 0.687 1.149 23 800: 25%|██▌ | 59/233 [00:16<00:48, 3.56it/s] 29/30 5.63G 0.7191 0.6838 1.149 17 800: 25%|██▌ | 59/233 [00:16<00:48, 3.56it/s] 29/30 5.63G 0.7191 0.6838 1.149 17 800: 26%|██▌ | 60/233 [00:16<00:47, 3.61it/s] 29/30 5.63G 0.7156 0.6803 1.146 18 800: 26%|██▌ | 60/233 [00:17<00:47, 3.61it/s] 29/30 5.63G 0.7156 0.6803 1.146 18 800: 26%|██▌ | 61/233 [00:17<00:47, 3.59it/s] 29/30 5.63G 0.7127 0.6765 1.144 20 800: 26%|██▌ | 61/233 [00:17<00:47, 3.59it/s] 29/30 5.63G 0.7127 0.6765 1.144 20 800: 27%|██▋ | 62/233 [00:17<00:48, 3.55it/s] 29/30 5.63G 0.7116 0.6751 1.144 18 800: 27%|██▋ | 62/233 [00:17<00:48, 3.55it/s] 29/30 5.63G 0.7116 0.6751 1.144 18 800: 27%|██▋ | 63/233 [00:17<00:48, 3.51it/s] 29/30 5.63G 0.714 0.6835 1.145 25 800: 27%|██▋ | 63/233 [00:18<00:48, 3.51it/s] 29/30 5.63G 0.714 0.6835 1.145 25 800: 27%|██▋ | 64/233 [00:18<00:46, 3.63it/s] 29/30 5.63G 0.7128 0.6828 1.144 20 800: 27%|██▋ | 64/233 [00:18<00:46, 3.63it/s] 29/30 5.63G 0.7128 0.6828 1.144 20 800: 28%|██▊ | 65/233 [00:18<00:46, 3.65it/s] 29/30 5.63G 0.7144 0.6819 1.145 20 800: 28%|██▊ | 65/233 [00:18<00:46, 3.65it/s] 29/30 5.63G 0.7144 0.6819 1.145 20 800: 28%|██▊ | 66/233 [00:18<00:46, 3.61it/s] 29/30 5.63G 0.7151 0.6808 1.144 20 800: 28%|██▊ | 66/233 [00:18<00:46, 3.61it/s] 29/30 5.63G 0.7151 0.6808 1.144 20 800: 29%|██▉ | 67/233 [00:18<00:45, 3.62it/s] 29/30 5.63G 0.7192 0.6879 1.146 25 800: 29%|██▉ | 67/233 [00:19<00:45, 3.62it/s] 29/30 5.63G 0.7192 0.6879 1.146 25 800: 29%|██▉ | 68/233 [00:19<00:44, 3.70it/s] 29/30 5.63G 0.718 0.6861 1.144 21 800: 29%|██▉ | 68/233 [00:19<00:44, 3.70it/s] 29/30 5.63G 0.718 0.6861 1.144 21 800: 30%|██▉ | 69/233 [00:19<00:43, 3.77it/s] 29/30 5.63G 0.722 0.6868 1.144 26 800: 30%|██▉ | 69/233 [00:19<00:43, 3.77it/s] 29/30 5.63G 0.722 0.6868 1.144 26 800: 30%|███ | 70/233 [00:19<00:43, 3.74it/s] 29/30 5.63G 0.7199 0.6846 1.144 21 800: 30%|███ | 70/233 [00:19<00:43, 3.74it/s] 29/30 5.63G 0.7199 0.6846 1.144 21 800: 30%|███ | 71/233 [00:19<00:43, 3.70it/s] 29/30 5.63G 0.7207 0.6837 1.147 20 800: 30%|███ | 71/233 [00:20<00:43, 3.70it/s] 29/30 5.63G 0.7207 0.6837 1.147 20 800: 31%|███ | 72/233 [00:20<00:43, 3.70it/s] 29/30 5.63G 0.7229 0.6854 1.146 19 800: 31%|███ | 72/233 [00:20<00:43, 3.70it/s] 29/30 5.63G 0.7229 0.6854 1.146 19 800: 31%|███▏ | 73/233 [00:20<00:43, 3.66it/s] 29/30 5.63G 0.7236 0.6885 1.147 29 800: 31%|███▏ | 73/233 [00:20<00:43, 3.66it/s] 29/30 5.63G 0.7236 0.6885 1.147 29 800: 32%|███▏ | 74/233 [00:20<00:44, 3.61it/s] 29/30 5.63G 0.7287 0.6889 1.152 25 800: 32%|███▏ | 74/233 [00:21<00:44, 3.61it/s] 29/30 5.63G 0.7287 0.6889 1.152 25 800: 32%|███▏ | 75/233 [00:21<00:45, 3.50it/s] 29/30 5.63G 0.7275 0.6901 1.153 22 800: 32%|███▏ | 75/233 [00:21<00:45, 3.50it/s] 29/30 5.63G 0.7275 0.6901 1.153 22 800: 33%|███▎ | 76/233 [00:21<00:44, 3.50it/s] 29/30 5.63G 0.7275 0.6904 1.152 22 800: 33%|███▎ | 76/233 [00:21<00:44, 3.50it/s] 29/30 5.63G 0.7275 0.6904 1.152 22 800: 33%|███▎ | 77/233 [00:21<00:43, 3.59it/s] 29/30 5.63G 0.7271 0.6889 1.153 18 800: 33%|███▎ | 77/233 [00:21<00:43, 3.59it/s] 29/30 5.63G 0.7271 0.6889 1.153 18 800: 33%|███▎ | 78/233 [00:21<00:43, 3.59it/s] 29/30 5.63G 0.7251 0.6887 1.151 18 800: 33%|███▎ | 78/233 [00:22<00:43, 3.59it/s] 29/30 5.63G 0.7251 0.6887 1.151 18 800: 34%|███▍ | 79/233 [00:22<00:42, 3.59it/s] 29/30 5.63G 0.7291 0.6955 1.15 43 800: 34%|███▍ | 79/233 [00:22<00:42, 3.59it/s] 29/30 5.63G 0.7291 0.6955 1.15 43 800: 34%|███▍ | 80/233 [00:22<00:41, 3.68it/s] 29/30 5.63G 0.7303 0.6959 1.15 22 800: 34%|███▍ | 80/233 [00:22<00:41, 3.68it/s] 29/30 5.63G 0.7303 0.6959 1.15 22 800: 35%|███▍ | 81/233 [00:22<00:40, 3.74it/s] 29/30 5.63G 0.7315 0.6996 1.153 20 800: 35%|███▍ | 81/233 [00:22<00:40, 3.74it/s] 29/30 5.63G 0.7315 0.6996 1.153 20 800: 35%|███▌ | 82/233 [00:22<00:39, 3.78it/s] 29/30 5.63G 0.7298 0.6976 1.149 18 800: 35%|███▌ | 82/233 [00:23<00:39, 3.78it/s] 29/30 5.63G 0.7298 0.6976 1.149 18 800: 36%|███▌ | 83/233 [00:23<00:40, 3.74it/s] 29/30 5.63G 0.7311 0.6996 1.151 24 800: 36%|███▌ | 83/233 [00:23<00:40, 3.74it/s] 29/30 5.63G 0.7311 0.6996 1.151 24 800: 36%|███▌ | 84/233 [00:23<00:39, 3.78it/s] 29/30 5.63G 0.7302 0.699 1.151 23 800: 36%|███▌ | 84/233 [00:23<00:39, 3.78it/s] 29/30 5.63G 0.7302 0.699 1.151 23 800: 36%|███▋ | 85/233 [00:23<00:38, 3.80it/s] 29/30 5.63G 0.7303 0.6981 1.153 18 800: 36%|███▋ | 85/233 [00:24<00:38, 3.80it/s] 29/30 5.63G 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92%|█████████▏| 214/233 [00:58<00:05, 3.61it/s] 29/30 5.63G 0.7449 0.7074 1.165 21 800: 92%|█████████▏| 214/233 [00:59<00:05, 3.61it/s] 29/30 5.63G 0.7449 0.7074 1.165 21 800: 92%|█████████▏| 215/233 [00:59<00:05, 3.58it/s] 29/30 5.63G 0.7455 0.7074 1.166 21 800: 92%|█████████▏| 215/233 [00:59<00:05, 3.58it/s] 29/30 5.63G 0.7455 0.7074 1.166 21 800: 93%|█████████▎| 216/233 [00:59<00:04, 3.61it/s] 29/30 5.63G 0.7459 0.7092 1.167 28 800: 93%|█████████▎| 216/233 [00:59<00:04, 3.61it/s] 29/30 5.63G 0.7459 0.7092 1.167 28 800: 93%|█████████▎| 217/233 [00:59<00:04, 3.64it/s] 29/30 5.63G 0.7449 0.7079 1.166 18 800: 93%|█████████▎| 217/233 [00:59<00:04, 3.64it/s] 29/30 5.63G 0.7449 0.7079 1.166 18 800: 94%|█████████▎| 218/233 [00:59<00:04, 3.64it/s] 29/30 5.63G 0.7445 0.7076 1.165 20 800: 94%|█████████▎| 218/233 [01:00<00:04, 3.64it/s] 29/30 5.63G 0.7445 0.7076 1.165 20 800: 94%|█████████▍| 219/233 [01:00<00:03, 3.60it/s] 29/30 5.63G 0.7439 0.7074 1.164 19 800: 94%|█████████▍| 219/233 [01:00<00:03, 3.60it/s] 29/30 5.63G 0.7439 0.7074 1.164 19 800: 94%|█████████▍| 220/233 [01:00<00:03, 3.63it/s] 29/30 5.63G 0.7446 0.7086 1.165 22 800: 94%|█████████▍| 220/233 [01:00<00:03, 3.63it/s] 29/30 5.63G 0.7446 0.7086 1.165 22 800: 95%|█████████▍| 221/233 [01:00<00:03, 3.64it/s] 29/30 5.63G 0.7452 0.7101 1.164 34 800: 95%|█████████▍| 221/233 [01:00<00:03, 3.64it/s] 29/30 5.63G 0.7452 0.7101 1.164 34 800: 95%|█████████▌| 222/233 [01:00<00:03, 3.65it/s] 29/30 5.63G 0.745 0.7106 1.164 18 800: 95%|█████████▌| 222/233 [01:01<00:03, 3.65it/s] 29/30 5.63G 0.745 0.7106 1.164 18 800: 96%|█████████▌| 223/233 [01:01<00:02, 3.57it/s] 29/30 5.63G 0.7449 0.711 1.164 22 800: 96%|█████████▌| 223/233 [01:01<00:02, 3.57it/s] 29/30 5.63G 0.7449 0.711 1.164 22 800: 96%|█████████▌| 224/233 [01:01<00:02, 3.62it/s] 29/30 5.63G 0.7441 0.7106 1.163 18 800: 96%|█████████▌| 224/233 [01:01<00:02, 3.62it/s] 29/30 5.63G 0.7441 0.7106 1.163 18 800: 97%|█████████▋| 225/233 [01:01<00:02, 3.65it/s] 29/30 5.63G 0.7435 0.7106 1.163 20 800: 97%|█████████▋| 225/233 [01:02<00:02, 3.65it/s] 29/30 5.63G 0.7435 0.7106 1.163 20 800: 97%|█████████▋| 226/233 [01:02<00:01, 3.67it/s] 29/30 5.63G 0.7445 0.7109 1.163 24 800: 97%|█████████▋| 226/233 [01:02<00:01, 3.67it/s] 29/30 5.63G 0.7445 0.7109 1.163 24 800: 97%|█████████▋| 227/233 [01:02<00:01, 3.62it/s] 29/30 5.63G 0.745 0.7115 1.163 24 800: 97%|█████████▋| 227/233 [01:02<00:01, 3.62it/s] 29/30 5.63G 0.745 0.7115 1.163 24 800: 98%|█████████▊| 228/233 [01:02<00:01, 3.66it/s] 29/30 5.63G 0.7441 0.7105 1.163 17 800: 98%|█████████▊| 228/233 [01:02<00:01, 3.66it/s] 29/30 5.63G 0.7441 0.7105 1.163 17 800: 98%|█████████▊| 229/233 [01:02<00:01, 3.65it/s] 29/30 5.63G 0.7436 0.7101 1.162 18 800: 98%|█████████▊| 229/233 [01:03<00:01, 3.65it/s] 29/30 5.63G 0.7436 0.7101 1.162 18 800: 99%|█████████▊| 230/233 [01:03<00:00, 3.65it/s] 29/30 5.63G 0.7428 0.7093 1.162 17 800: 99%|█████████▊| 230/233 [01:03<00:00, 3.65it/s] 29/30 5.63G 0.7428 0.7093 1.162 17 800: 99%|█████████▉| 231/233 [01:03<00:00, 3.58it/s] 29/30 5.63G 0.7429 0.7088 1.162 17 800: 99%|█████████▉| 231/233 [01:03<00:00, 3.58it/s] 29/30 5.63G 0.7429 0.7088 1.162 17 800: 100%|█████████▉| 232/233 [01:03<00:00, 3.63it/s] 29/30 6.22G 0.7456 0.7119 1.164 6 800: 100%|█████████▉| 232/233 [01:03<00:00, 3.63it/s] 29/30 6.22G 0.7456 0.7119 1.164 6 800: 100%|██████████| 233/233 [01:03<00:00, 4.42it/s] 29/30 6.22G 0.7456 0.7119 1.164 6 800: 100%|██████████| 233/233 [01:03<00:00, 3.65it/s] Class Images Instances Box(P R mAP50 mAP50-95): 0%| | 0/7 [00:00<?, ?it/s] Class Images Instances Box(P R mAP50 mAP50-95): 14%|█▍ | 1/7 [00:00<00:01, 3.89it/s] Class Images Instances Box(P R mAP50 mAP50-95): 29%|██▊ | 2/7 [00:00<00:01, 3.96it/s] Class Images Instances Box(P R mAP50 mAP50-95): 43%|████▎ | 3/7 [00:00<00:01, 3.95it/s] Class Images Instances Box(P R mAP50 mAP50-95): 57%|█████▋ | 4/7 [00:00<00:00, 4.08it/s] Class Images Instances Box(P R mAP50 mAP50-95): 71%|███████▏ | 5/7 [00:01<00:00, 4.13it/s] Class Images Instances Box(P R mAP50 mAP50-95): 86%|████████▌ | 6/7 [00:01<00:00, 4.19it/s] Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 7/7 [00:01<00:00, 4.56it/s] all 200 249 0.884 0.733 0.826 0.615 Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size 0%| | 0/233 [00:00<?, ?it/s] 30/30 5.62G 0.7448 0.8377 1.096 21 800: 0%| | 0/233 [00:00<?, ?it/s] 30/30 5.62G 0.7448 0.8377 1.096 21 800: 0%| | 1/233 [00:00<01:08, 3.40it/s] 30/30 5.64G 0.7841 0.8206 1.038 32 800: 0%| | 1/233 [00:00<01:08, 3.40it/s] 30/30 5.64G 0.7841 0.8206 1.038 32 800: 1%| | 2/233 [00:00<01:06, 3.45it/s] 30/30 5.64G 0.7072 0.7312 1.046 19 800: 1%| | 2/233 [00:00<01:06, 3.45it/s] 30/30 5.64G 0.7072 0.7312 1.046 19 800: 1%|▏ | 3/233 [00:00<01:04, 3.58it/s] 30/30 5.64G 0.719 0.7456 1.098 22 800: 1%|▏ | 3/233 [00:01<01:04, 3.58it/s] 30/30 5.64G 0.719 0.7456 1.098 22 800: 2%|▏ | 4/233 [00:01<01:03, 3.62it/s] 30/30 5.64G 0.7269 0.7638 1.097 22 800: 2%|▏ | 4/233 [00:01<01:03, 3.62it/s] 30/30 5.64G 0.7269 0.7638 1.097 22 800: 2%|▏ | 5/233 [00:01<01:02, 3.63it/s] 30/30 5.64G 0.7233 0.7345 1.1 18 800: 2%|▏ | 5/233 [00:01<01:02, 3.63it/s] 30/30 5.64G 0.7233 0.7345 1.1 18 800: 3%|▎ | 6/233 [00:01<01:04, 3.54it/s] 30/30 5.64G 0.7037 0.7172 1.091 16 800: 3%|▎ | 6/233 [00:01<01:04, 3.54it/s] 30/30 5.64G 0.7037 0.7172 1.091 16 800: 3%|▎ | 7/233 [00:01<01:03, 3.59it/s] 30/30 5.64G 0.7029 0.698 1.103 18 800: 3%|▎ | 7/233 [00:02<01:03, 3.59it/s] 30/30 5.64G 0.7029 0.698 1.103 18 800: 3%|▎ | 8/233 [00:02<01:02, 3.61it/s] 30/30 5.64G 0.6843 0.6865 1.102 21 800: 3%|▎ | 8/233 [00:02<01:02, 3.61it/s] 30/30 5.64G 0.6843 0.6865 1.102 21 800: 4%|▍ | 9/233 [00:02<01:01, 3.64it/s] 30/30 5.64G 0.6989 0.6818 1.106 20 800: 4%|▍ | 9/233 [00:02<01:01, 3.64it/s] 30/30 5.64G 0.6989 0.6818 1.106 20 800: 4%|▍ | 10/233 [00:02<01:02, 3.57it/s] 30/30 5.64G 0.6996 0.6907 1.105 24 800: 4%|▍ | 10/233 [00:03<01:02, 3.57it/s] 30/30 5.64G 0.6996 0.6907 1.105 24 800: 5%|▍ | 11/233 [00:03<01:01, 3.61it/s] 30/30 5.64G 0.7051 0.6939 1.112 19 800: 5%|▍ | 11/233 [00:03<01:01, 3.61it/s] 30/30 5.64G 0.7051 0.6939 1.112 19 800: 5%|▌ | 12/233 [00:03<01:00, 3.63it/s] 30/30 5.64G 0.7013 0.692 1.105 22 800: 5%|▌ | 12/233 [00:03<01:00, 3.63it/s] 30/30 5.64G 0.7013 0.692 1.105 22 800: 6%|▌ | 13/233 [00:03<01:00, 3.65it/s] 30/30 5.64G 0.6956 0.6847 1.101 21 800: 6%|▌ | 13/233 [00:03<01:00, 3.65it/s] 30/30 5.64G 0.6956 0.6847 1.101 21 800: 6%|▌ | 14/233 [00:03<01:01, 3.59it/s] 30/30 5.64G 0.6946 0.6861 1.102 21 800: 6%|▌ | 14/233 [00:04<01:01, 3.59it/s] 30/30 5.64G 0.6946 0.6861 1.102 21 800: 6%|▋ | 15/233 [00:04<01:00, 3.63it/s] 30/30 5.64G 0.6884 0.6843 1.105 17 800: 6%|▋ | 15/233 [00:04<01:00, 3.63it/s] 30/30 5.64G 0.6884 0.6843 1.105 17 800: 7%|▋ | 16/233 [00:04<00:59, 3.63it/s] 30/30 5.64G 0.6803 0.6908 1.103 18 800: 7%|▋ | 16/233 [00:04<00:59, 3.63it/s] 30/30 5.64G 0.6803 0.6908 1.103 18 800: 7%|▋ | 17/233 [00:04<00:58, 3.66it/s] 30/30 5.64G 0.6892 0.6924 1.107 23 800: 7%|▋ | 17/233 [00:05<00:58, 3.66it/s] 30/30 5.64G 0.6892 0.6924 1.107 23 800: 8%|▊ | 18/233 [00:05<01:00, 3.58it/s] 30/30 5.64G 0.6886 0.6839 1.109 19 800: 8%|▊ | 18/233 [00:05<01:00, 3.58it/s] 30/30 5.64G 0.6886 0.6839 1.109 19 800: 8%|▊ | 19/233 [00:05<00:59, 3.62it/s] 30/30 5.64G 0.6969 0.6905 1.114 23 800: 8%|▊ | 19/233 [00:05<00:59, 3.62it/s] 30/30 5.64G 0.6969 0.6905 1.114 23 800: 9%|▊ | 20/233 [00:05<00:58, 3.63it/s] 30/30 5.64G 0.7031 0.6995 1.116 25 800: 9%|▊ | 20/233 [00:05<00:58, 3.63it/s] 30/30 5.64G 0.7031 0.6995 1.116 25 800: 9%|▉ | 21/233 [00:05<00:58, 3.64it/s] 30/30 5.64G 0.7078 0.7028 1.121 22 800: 9%|▉ | 21/233 [00:06<00:58, 3.64it/s] 30/30 5.64G 0.7078 0.7028 1.121 22 800: 9%|▉ | 22/233 [00:06<00:59, 3.56it/s] 30/30 5.64G 0.7125 0.712 1.122 24 800: 9%|▉ | 22/233 [00:06<00:59, 3.56it/s] 30/30 5.64G 0.7125 0.712 1.122 24 800: 10%|▉ | 23/233 [00:06<00:58, 3.61it/s] 30/30 5.64G 0.703 0.7027 1.12 18 800: 10%|▉ | 23/233 [00:06<00:58, 3.61it/s] 30/30 5.64G 0.703 0.7027 1.12 18 800: 10%|█ | 24/233 [00:06<00:57, 3.61it/s] 30/30 5.64G 0.705 0.7057 1.12 23 800: 10%|█ | 24/233 [00:06<00:57, 3.61it/s] 30/30 5.64G 0.705 0.7057 1.12 23 800: 11%|█ | 25/233 [00:06<00:57, 3.63it/s] 30/30 5.64G 0.7027 0.7115 1.117 21 800: 11%|█ | 25/233 [00:07<00:57, 3.63it/s] 30/30 5.64G 0.7027 0.7115 1.117 21 800: 11%|█ | 26/233 [00:07<00:57, 3.58it/s] 30/30 5.64G 0.7056 0.7114 1.119 20 800: 11%|█ | 26/233 [00:07<00:57, 3.58it/s] 30/30 5.64G 0.7056 0.7114 1.119 20 800: 12%|█▏ | 27/233 [00:07<00:56, 3.62it/s] 30/30 5.64G 0.706 0.7099 1.116 20 800: 12%|█▏ | 27/233 [00:07<00:56, 3.62it/s] 30/30 5.64G 0.706 0.7099 1.116 20 800: 12%|█▏ | 28/233 [00:07<00:56, 3.65it/s] 30/30 5.64G 0.7158 0.715 1.12 22 800: 12%|█▏ | 28/233 [00:08<00:56, 3.65it/s] 30/30 5.64G 0.7158 0.715 1.12 22 800: 12%|█▏ | 29/233 [00:08<00:55, 3.67it/s] 30/30 5.64G 0.7172 0.714 1.121 21 800: 12%|█▏ | 29/233 [00:08<00:55, 3.67it/s] 30/30 5.64G 0.7172 0.714 1.121 21 800: 13%|█▎ | 30/233 [00:08<00:56, 3.61it/s] 30/30 5.64G 0.7125 0.713 1.122 19 800: 13%|█▎ | 30/233 [00:08<00:56, 3.61it/s] 30/30 5.64G 0.7125 0.713 1.122 19 800: 13%|█▎ | 31/233 [00:08<00:55, 3.65it/s] 30/30 5.64G 0.7188 0.7191 1.126 25 800: 13%|█▎ | 31/233 [00:08<00:55, 3.65it/s] 30/30 5.64G 0.7188 0.7191 1.126 25 800: 14%|█▎ | 32/233 [00:08<00:54, 3.66it/s] 30/30 5.64G 0.7162 0.7133 1.125 19 800: 14%|█▎ | 32/233 [00:09<00:54, 3.66it/s] 30/30 5.64G 0.7162 0.7133 1.125 19 800: 14%|█▍ | 33/233 [00:09<00:54, 3.66it/s] 30/30 5.64G 0.7219 0.7164 1.131 25 800: 14%|█▍ | 33/233 [00:09<00:54, 3.66it/s] 30/30 5.64G 0.7219 0.7164 1.131 25 800: 15%|█▍ | 34/233 [00:09<00:55, 3.60it/s] 30/30 5.64G 0.7247 0.7157 1.134 25 800: 15%|█▍ | 34/233 [00:09<00:55, 3.60it/s] 30/30 5.64G 0.7247 0.7157 1.134 25 800: 15%|█▌ | 35/233 [00:09<00:54, 3.64it/s] 30/30 5.64G 0.7304 0.7222 1.138 24 800: 15%|█▌ | 35/233 [00:09<00:54, 3.64it/s] 30/30 5.64G 0.7304 0.7222 1.138 24 800: 15%|█▌ | 36/233 [00:09<00:53, 3.65it/s] 30/30 5.64G 0.7357 0.7232 1.146 21 800: 15%|█▌ | 36/233 [00:10<00:53, 3.65it/s] 30/30 5.64G 0.7357 0.7232 1.146 21 800: 16%|█▌ | 37/233 [00:10<00:53, 3.66it/s] 30/30 5.64G 0.7345 0.7201 1.145 24 800: 16%|█▌ | 37/233 [00:10<00:53, 3.66it/s] 30/30 5.64G 0.7345 0.7201 1.145 24 800: 16%|█▋ | 38/233 [00:10<00:54, 3.56it/s] 30/30 5.64G 0.7294 0.7164 1.14 21 800: 16%|█▋ | 38/233 [00:10<00:54, 3.56it/s] 30/30 5.64G 0.7294 0.7164 1.14 21 800: 17%|█▋ | 39/233 [00:10<00:53, 3.61it/s] 30/30 5.64G 0.7272 0.7166 1.137 22 800: 17%|█▋ | 39/233 [00:11<00:53, 3.61it/s] 30/30 5.64G 0.7272 0.7166 1.137 22 800: 17%|█▋ | 40/233 [00:11<00:52, 3.65it/s] 30/30 5.64G 0.7255 0.7154 1.134 17 800: 17%|█▋ | 40/233 [00:11<00:52, 3.65it/s] 30/30 5.64G 0.7255 0.7154 1.134 17 800: 18%|█▊ | 41/233 [00:11<00:52, 3.66it/s] 30/30 5.64G 0.7198 0.7097 1.13 17 800: 18%|█▊ | 41/233 [00:11<00:52, 3.66it/s] 30/30 5.64G 0.7198 0.7097 1.13 17 800: 18%|█▊ | 42/233 [00:11<00:52, 3.61it/s] 30/30 5.64G 0.7176 0.7065 1.128 16 800: 18%|█▊ | 42/233 [00:11<00:52, 3.61it/s] 30/30 5.64G 0.7176 0.7065 1.128 16 800: 18%|█▊ | 43/233 [00:11<00:52, 3.65it/s] 30/30 5.64G 0.7125 0.6998 1.122 16 800: 18%|█▊ | 43/233 [00:12<00:52, 3.65it/s] 30/30 5.64G 0.7125 0.6998 1.122 16 800: 19%|█▉ | 44/233 [00:12<00:51, 3.68it/s] 30/30 5.64G 0.7141 0.7007 1.123 21 800: 19%|█▉ | 44/233 [00:12<00:51, 3.68it/s] 30/30 5.64G 0.7141 0.7007 1.123 21 800: 19%|█▉ | 45/233 [00:12<00:51, 3.67it/s] 30/30 5.64G 0.7115 0.6957 1.122 19 800: 19%|█▉ | 45/233 [00:12<00:51, 3.67it/s] 30/30 5.64G 0.7115 0.6957 1.122 19 800: 20%|█▉ | 46/233 [00:12<00:51, 3.60it/s] 30/30 5.64G 0.7106 0.6938 1.123 20 800: 20%|█▉ | 46/233 [00:12<00:51, 3.60it/s] 30/30 5.64G 0.7106 0.6938 1.123 20 800: 20%|██ | 47/233 [00:12<00:51, 3.63it/s] 30/30 5.64G 0.7062 0.6893 1.12 18 800: 20%|██ | 47/233 [00:13<00:51, 3.63it/s] 30/30 5.64G 0.7062 0.6893 1.12 18 800: 21%|██ | 48/233 [00:13<00:50, 3.66it/s] 30/30 5.64G 0.7063 0.6903 1.121 21 800: 21%|██ | 48/233 [00:13<00:50, 3.66it/s] 30/30 5.64G 0.7063 0.6903 1.121 21 800: 21%|██ | 49/233 [00:13<00:50, 3.62it/s] 30/30 5.64G 0.7054 0.6876 1.124 18 800: 21%|██ | 49/233 [00:13<00:50, 3.62it/s] 30/30 5.64G 0.7054 0.6876 1.124 18 800: 21%|██▏ | 50/233 [00:13<00:51, 3.58it/s] 30/30 5.64G 0.7058 0.6863 1.124 18 800: 21%|██▏ | 50/233 [00:14<00:51, 3.58it/s] 30/30 5.64G 0.7058 0.6863 1.124 18 800: 22%|██▏ | 51/233 [00:14<00:50, 3.60it/s] 30/30 5.64G 0.71 0.6941 1.129 24 800: 22%|██▏ | 51/233 [00:14<00:50, 3.60it/s] 30/30 5.64G 0.71 0.6941 1.129 24 800: 22%|██▏ | 52/233 [00:14<00:49, 3.62it/s] 30/30 5.64G 0.7066 0.6907 1.127 16 800: 22%|██▏ | 52/233 [00:14<00:49, 3.62it/s] 30/30 5.64G 0.7066 0.6907 1.127 16 800: 23%|██▎ | 53/233 [00:14<00:49, 3.66it/s] 30/30 5.64G 0.7077 0.6906 1.127 23 800: 23%|██▎ | 53/233 [00:14<00:49, 3.66it/s] 30/30 5.64G 0.7077 0.6906 1.127 23 800: 23%|██▎ | 54/233 [00:14<00:49, 3.60it/s] 30/30 5.64G 0.7073 0.6909 1.128 18 800: 23%|██▎ | 54/233 [00:15<00:49, 3.60it/s] 30/30 5.64G 0.7073 0.6909 1.128 18 800: 24%|██▎ | 55/233 [00:15<00:48, 3.63it/s] 30/30 5.64G 0.7099 0.6897 1.129 24 800: 24%|██▎ | 55/233 [00:15<00:48, 3.63it/s] 30/30 5.64G 0.7099 0.6897 1.129 24 800: 24%|██▍ | 56/233 [00:15<00:48, 3.67it/s] 30/30 5.64G 0.705 0.6866 1.127 19 800: 24%|██▍ | 56/233 [00:15<00:48, 3.67it/s] 30/30 5.64G 0.705 0.6866 1.127 19 800: 24%|██▍ | 57/233 [00:15<00:47, 3.68it/s] 30/30 5.64G 0.7053 0.685 1.126 23 800: 24%|██▍ | 57/233 [00:16<00:47, 3.68it/s] 30/30 5.64G 0.7053 0.685 1.126 23 800: 25%|██▍ | 58/233 [00:16<00:48, 3.63it/s] 30/30 5.64G 0.7064 0.686 1.127 24 800: 25%|██▍ | 58/233 [00:16<00:48, 3.63it/s] 30/30 5.64G 0.7064 0.686 1.127 24 800: 25%|██▌ | 59/233 [00:16<00:47, 3.67it/s] 30/30 5.64G 0.7067 0.6827 1.127 18 800: 25%|██▌ | 59/233 [00:16<00:47, 3.67it/s] 30/30 5.64G 0.7067 0.6827 1.127 18 800: 26%|██▌ | 60/233 [00:16<00:47, 3.65it/s] 30/30 5.64G 0.7053 0.6809 1.127 19 800: 26%|██▌ | 60/233 [00:16<00:47, 3.65it/s] 30/30 5.64G 0.7053 0.6809 1.127 19 800: 26%|██▌ | 61/233 [00:16<00:47, 3.64it/s] 30/30 5.64G 0.706 0.6788 1.127 21 800: 26%|██▌ | 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[01:04<00:00, 3.62it/s] 30/30 5.64G 0.7157 0.7005 1.145 21 800: 100%|█████████▉| 232/233 [01:04<00:00, 3.65it/s] 30/30 6.24G 0.7159 0.7027 1.145 8 800: 100%|█████████▉| 232/233 [01:04<00:00, 3.65it/s] 30/30 6.24G 0.7159 0.7027 1.145 8 800: 100%|██████████| 233/233 [01:04<00:00, 4.50it/s] 30/30 6.24G 0.7159 0.7027 1.145 8 800: 100%|██████████| 233/233 [01:04<00:00, 3.63it/s] Class Images Instances Box(P R mAP50 mAP50-95): 0%| | 0/7 [00:00<?, ?it/s] Class Images Instances Box(P R mAP50 mAP50-95): 14%|█▍ | 1/7 [00:00<00:01, 4.10it/s] Class Images Instances Box(P R mAP50 mAP50-95): 29%|██▊ | 2/7 [00:00<00:01, 4.03it/s] Class Images Instances Box(P R mAP50 mAP50-95): 43%|████▎ | 3/7 [00:00<00:00, 4.10it/s] Class Images Instances Box(P R mAP50 mAP50-95): 57%|█████▋ | 4/7 [00:00<00:00, 4.19it/s] Class Images Instances Box(P R mAP50 mAP50-95): 71%|███████▏ | 5/7 [00:01<00:00, 4.17it/s] Class Images Instances Box(P R mAP50 mAP50-95): 86%|████████▌ | 6/7 [00:01<00:00, 4.12it/s] Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 7/7 [00:01<00:00, 4.59it/s] all 200 249 0.797 0.763 0.825 0.613 30 epochs completed in 0.539 hours. Optimizer stripped from runs\detect\train5\weights\last.pt, 22.5MB Optimizer stripped from runs\detect\train5\weights\best.pt, 22.5MB Validating runs\detect\train5\weights\best.pt... Ultralytics YOLOv8.0.196 Python-3.10.11 torch-2.0.1+cu117 CUDA:0 (NVIDIA GeForce RTX 4070 Ti, 12282MiB) Model summary (fused): 168 layers, 11125971 parameters, 0 gradients, 28.4 GFLOPs Class Images Instances Box(P R mAP50 mAP50-95): 0%| | 0/7 [00:00<?, ?it/s] Class Images Instances Box(P R mAP50 mAP50-95): 14%|█▍ | 1/7 [00:00<00:01, 3.62it/s] Class Images Instances Box(P R mAP50 mAP50-95): 29%|██▊ | 2/7 [00:00<00:01, 3.09it/s] Class Images Instances Box(P R mAP50 mAP50-95): 43%|████▎ | 3/7 [00:01<00:01, 2.91it/s] Class Images Instances Box(P R mAP50 mAP50-95): 57%|█████▋ | 4/7 [00:01<00:01, 2.93it/s] Class Images Instances Box(P R mAP50 mAP50-95): 71%|███████▏ | 5/7 [00:01<00:00, 3.18it/s] Class Images Instances Box(P R mAP50 mAP50-95): 86%|████████▌ | 6/7 [00:01<00:00, 3.45it/s] Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 7/7 [00:01<00:00, 3.64it/s] all 200 249 0.884 0.733 0.826 0.616 Speed: 0.5ms preprocess, 4.1ms inference, 0.0ms loss, 0.8ms postprocess per image Results saved to runs\detect\train5 Learn more at https://docs.ultralytics.com/modes/train 24/30 5.63G 0.869 0.8848 1.247 21 800: 38%|███▊ | 89/233 [00:22<00:36, 3.95it/s] 24/30 5.63G 0.869 0.8848 1.247 21 800: 39%|███▊ | 90/233 [00:22<00:35, 3.98it/s] 24/30 5.63G 0.8701 0.8844 1.247 23 800: 39%|███▊ | 90/233 [00:22<00:35, 3.98it/s] 24/30 5.63G 0.8701 0.8844 1.247 23 800: 39%|███▉ | 91/233 [00:22<00:35, 3.99it/s] 24/30 5.63G 0.8683 0.8838 1.245 19 800: 39%|███▉ | 91/233 [00:23<00:35, 3.99it/s] 24/30 5.63G 0.8683 0.8838 1.245 19 800: 39%|███▉ | 92/233 [00:23<00:36, 3.91it/s] 24/30 5.63G 0.8664 0.8816 1.243 17 800: 39%|███▉ | 92/233 [00:23<00:36, 3.91it/s] 24/30 5.63G 0.8664 0.8816 1.243 17 800: 40%|███▉ | 93/233 [00:23<00:35, 3.93it/s] 24/30 5.63G 0.866 0.8812 1.243 20 800: 40%|███▉ | 93/233 [00:23<00:35, 3.93it/s] 24/30 5.63G 0.866 0.8812 1.243 20 800: 40%|████ | 94/233 [00:23<00:35, 3.96it/s] 24/30 5.63G 0.8638 0.8783 1.241 17 800: 40%|████ | 94/233 [00:23<00:35, 3.96it/s] 24/30 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76%|███████▌ | 177/233 [00:45<00:15, 3.60it/s] 24/30 5.63G 0.8737 0.8796 1.25 19 800: 76%|███████▌ | 177/233 [00:45<00:15, 3.60it/s] 24/30 5.63G 0.8737 0.8796 1.25 19 800: 76%|███████▋ | 178/233 [00:45<00:15, 3.60it/s] 24/30 5.63G 0.8736 0.8803 1.249 20 800: 76%|███████▋ | 178/233 [00:46<00:15, 3.60it/s] 24/30 5.63G 0.8736 0.8803 1.249 20 800: 77%|███████▋ | 179/233 [00:46<00:14, 3.69it/s] 24/30 5.63G 0.8736 0.8794 1.249 21 800: 77%|███████▋ | 179/233 [00:46<00:14, 3.69it/s] 24/30 5.63G 0.8736 0.8794 1.249 21 800: 77%|███████▋ | 180/233 [00:46<00:14, 3.72it/s] 24/30 5.63G 0.8735 0.8792 1.249 19 800: 77%|███████▋ | 180/233 [00:46<00:14, 3.72it/s] 24/30 5.63G 0.8735 0.8792 1.249 19 800: 78%|███████▊ | 181/233 [00:46<00:13, 3.81it/s] 24/30 5.63G 0.8729 0.8791 1.248 20 800: 78%|███████▊ | 181/233 [00:46<00:13, 3.81it/s] 24/30 5.63G 0.8729 0.8791 1.248 20 800: 78%|███████▊ | 182/233 [00:46<00:13, 3.89it/s] 24/30 5.63G 0.8727 0.8779 1.248 19 800: 78%|███████▊ | 182/233 [00:47<00:13, 3.89it/s] 24/30 5.63G 0.8727 0.8779 1.248 19 800: 79%|███████▊ | 183/233 [00:47<00:12, 3.94it/s] 24/30 5.63G 0.8728 0.8777 1.249 23 800: 79%|███████▊ | 183/233 [00:47<00:12, 3.94it/s] 24/30 5.63G 0.8728 0.8777 1.249 23 800: 79%|███████▉ | 184/233 [00:47<00:12, 3.89it/s] 24/30 5.63G 0.8728 0.878 1.249 18 800: 79%|███████▉ | 184/233 [00:47<00:12, 3.89it/s] 24/30 5.63G 0.8728 0.878 1.249 18 800: 79%|███████▉ | 185/233 [00:47<00:12, 3.94it/s] 24/30 5.63G 0.8728 0.8784 1.249 21 800: 79%|███████▉ | 185/233 [00:47<00:12, 3.94it/s] 24/30 5.63G 0.8728 0.8784 1.249 21 800: 80%|███████▉ | 186/233 [00:47<00:11, 3.97it/s] 24/30 5.63G 0.8733 0.8787 1.249 25 800: 80%|███████▉ | 186/233 [00:48<00:11, 3.97it/s] 24/30 5.63G 0.8733 0.8787 1.249 25 800: 80%|████████ | 187/233 [00:48<00:11, 4.00it/s] 24/30 5.63G 0.875 0.879 1.25 17 800: 80%|████████ | 187/233 [00:48<00:11, 4.00it/s] 24/30 5.63G 0.875 0.879 1.25 17 800: 81%|████████ | 188/233 [00:48<00:11, 3.93it/s] 24/30 5.63G 0.8749 0.8777 1.25 20 800: 81%|████████ | 188/233 [00:48<00:11, 3.93it/s] 24/30 5.63G 0.8749 0.8777 1.25 20 800: 81%|████████ | 189/233 [00:48<00:11, 3.95it/s] 24/30 5.63G 0.8747 0.8773 1.25 20 800: 81%|████████ | 189/233 [00:48<00:11, 3.95it/s] 24/30 5.63G 0.8747 0.8773 1.25 20 800: 82%|████████▏ | 190/233 [00:48<00:10, 3.97it/s] 24/30 5.63G 0.8743 0.8767 1.25 18 800: 82%|████████▏ | 190/233 [00:49<00:10, 3.97it/s] 24/30 5.63G 0.8743 0.8767 1.25 18 800: 82%|████████▏ | 191/233 [00:49<00:10, 3.97it/s] 24/30 5.63G 0.8755 0.8768 1.251 28 800: 82%|████████▏ | 191/233 [00:49<00:10, 3.97it/s] 24/30 5.63G 0.8755 0.8768 1.251 28 800: 82%|████████▏ | 192/233 [00:49<00:10, 3.91it/s] 24/30 5.63G 0.875 0.8764 1.251 19 800: 82%|████████▏ | 192/233 [00:49<00:10, 3.91it/s] 24/30 5.63G 0.875 0.8764 1.251 19 800: 83%|████████▎ | 193/233 [00:49<00:10, 3.95it/s] 24/30 5.63G 0.875 0.8768 1.252 23 800: 83%|████████▎ | 193/233 [00:49<00:10, 3.95it/s] 24/30 5.63G 0.875 0.8768 1.252 23 800: 83%|████████▎ | 194/233 [00:49<00:09, 3.96it/s] 24/30 5.63G 0.8765 0.8785 1.253 22 800: 83%|████████▎ | 194/233 [00:50<00:09, 3.96it/s] 24/30 5.63G 0.8765 0.8785 1.253 22 800: 84%|████████▎ | 195/233 [00:50<00:09, 3.96it/s] 24/30 5.63G 0.8779 0.8793 1.254 24 800: 84%|████████▎ | 195/233 [00:50<00:09, 3.96it/s] 24/30 5.63G 0.8779 0.8793 1.254 24 800: 84%|████████▍ | 196/233 [00:50<00:09, 3.83it/s] 24/30 5.63G 0.8776 0.8791 1.253 20 800: 84%|████████▍ | 196/233 [00:50<00:09, 3.83it/s] 24/30 5.63G 0.8776 0.8791 1.253 20 800: 85%|████████▍ | 197/233 [00:50<00:09, 3.88it/s] 24/30 5.63G 0.8777 0.8781 1.254 19 800: 85%|████████▍ | 197/233 [00:50<00:09, 3.88it/s] 24/30 5.63G 0.8777 0.8781 1.254 19 800: 85%|████████▍ | 198/233 [00:50<00:08, 3.91it/s] 24/30 5.63G 0.8762 0.8765 1.253 17 800: 85%|████████▍ | 198/233 [00:51<00:08, 3.91it/s] 24/30 5.63G 0.8762 0.8765 1.253 17 800: 85%|████████▌ | 199/233 [00:51<00:08, 3.94it/s] 24/30 5.63G 0.8756 0.8752 1.253 18 800: 85%|████████▌ | 199/233 [00:51<00:08, 3.94it/s] 24/30 5.63G 0.8756 0.8752 1.253 18 800: 86%|████████▌ | 200/233 [00:51<00:08, 3.80it/s] 24/30 5.63G 0.8742 0.8748 1.252 20 800: 86%|████████▌ | 200/233 [00:51<00:08, 3.80it/s] 24/30 5.63G 0.8742 0.8748 1.252 20 800: 86%|████████▋ | 201/233 [00:51<00:08, 3.88it/s] 24/30 5.63G 0.8744 0.8746 1.252 22 800: 86%|████████▋ | 201/233 [00:51<00:08, 3.88it/s] 24/30 5.63G 0.8744 0.8746 1.252 22 800: 87%|████████▋ | 202/233 [00:51<00:07, 3.94it/s] 24/30 5.63G 0.8744 0.8734 1.252 17 800: 87%|████████▋ | 202/233 [00:52<00:07, 3.94it/s] 24/30 5.63G 0.8744 0.8734 1.252 17 800: 87%|████████▋ | 203/233 [00:52<00:07, 3.95it/s] 24/30 5.63G 0.8733 0.8735 1.251 20 800: 87%|████████▋ | 203/233 [00:52<00:07, 3.95it/s] 24/30 5.63G 0.8733 0.8735 1.251 20 800: 88%|████████▊ | 204/233 [00:52<00:07, 3.88it/s] 24/30 5.63G 0.8734 0.874 1.251 23 800: 88%|████████▊ | 204/233 [00:52<00:07, 3.88it/s] 24/30 5.63G 0.8734 0.874 1.251 23 800: 88%|████████▊ | 205/233 [00:52<00:07, 3.94it/s] 24/30 5.63G 0.8729 0.8741 1.251 21 800: 88%|████████▊ | 205/233 [00:52<00:07, 3.94it/s] 24/30 5.63G 0.8729 0.8741 1.251 21 800: 88%|████████▊ | 206/233 [00:52<00:06, 3.95it/s] 24/30 5.63G 0.8715 0.8725 1.249 18 800: 88%|████████▊ | 206/233 [00:53<00:06, 3.95it/s] 24/30 5.63G 0.8715 0.8725 1.249 18 800: 89%|████████▉ | 207/233 [00:53<00:06, 3.95it/s] 24/30 5.63G 0.8709 0.8728 1.249 21 800: 89%|████████▉ | 207/233 [00:53<00:06, 3.95it/s] 24/30 5.63G 0.8709 0.8728 1.249 21 800: 89%|████████▉ | 208/233 [00:53<00:06, 3.89it/s] 24/30 5.63G 0.8712 0.8723 1.249 21 800: 89%|████████▉ | 208/233 [00:53<00:06, 3.89it/s] 24/30 5.63G 0.8712 0.8723 1.249 21 800: 90%|████████▉ | 209/233 [00:53<00:06, 3.91it/s] 24/30 5.63G 0.8711 0.8732 1.249 18 800: 90%|████████▉ | 209/233 [00:53<00:06, 3.91it/s] 24/30 5.63G 0.8711 0.8732 1.249 18 800: 90%|█████████ | 210/233 [00:53<00:05, 3.95it/s] 24/30 5.63G 0.8711 0.8729 1.248 19 800: 90%|█████████ | 210/233 [00:54<00:05, 3.95it/s] 24/30 5.63G 0.8711 0.8729 1.248 19 800: 91%|█████████ | 211/233 [00:54<00:05, 3.97it/s] 24/30 5.63G 0.8707 0.8718 1.247 19 800: 91%|█████████ | 211/233 [00:54<00:05, 3.97it/s] 24/30 5.63G 0.8707 0.8718 1.247 19 800: 91%|█████████ | 212/233 [00:54<00:05, 3.88it/s] 24/30 5.63G 0.8708 0.872 1.248 21 800: 91%|█████████ | 212/233 [00:54<00:05, 3.88it/s] 24/30 5.63G 0.8708 0.872 1.248 21 800: 91%|█████████▏| 213/233 [00:54<00:05, 3.94it/s] 24/30 5.63G 0.8705 0.8717 1.248 21 800: 91%|█████████▏| 213/233 [00:54<00:05, 3.94it/s] 24/30 5.63G 0.8705 0.8717 1.248 21 800: 92%|█████████▏| 214/233 [00:54<00:04, 3.98it/s] 24/30 5.63G 0.8705 0.8723 1.247 23 800: 92%|█████████▏| 214/233 [00:55<00:04, 3.98it/s] 24/30 5.63G 0.8705 0.8723 1.247 23 800: 92%|█████████▏| 215/233 [00:55<00:04, 3.95it/s] 24/30 5.63G 0.871 0.8729 1.248 21 800: 92%|█████████▏| 215/233 [00:55<00:04, 3.95it/s] 24/30 5.63G 0.871 0.8729 1.248 21 800: 93%|█████████▎| 216/233 [00:55<00:04, 3.91it/s] 24/30 5.63G 0.8721 0.8726 1.249 20 800: 93%|█████████▎| 216/233 [00:55<00:04, 3.91it/s] 24/30 5.63G 0.8721 0.8726 1.249 20 800: 93%|█████████▎| 217/233 [00:55<00:04, 3.94it/s] 24/30 5.63G 0.873 0.8732 1.249 26 800: 93%|█████████▎| 217/233 [00:55<00:04, 3.94it/s] 24/30 5.63G 0.873 0.8732 1.249 26 800: 94%|█████████▎| 218/233 [00:56<00:03, 3.93it/s] 24/30 5.63G 0.873 0.8732 1.249 20 800: 94%|█████████▎| 218/233 [00:56<00:03, 3.93it/s] 24/30 5.63G 0.873 0.8732 1.249 20 800: 94%|█████████▍| 219/233 [00:56<00:03, 3.98it/s] 24/30 5.63G 0.8727 0.8727 1.249 22 800: 94%|█████████▍| 219/233 [00:56<00:03, 3.98it/s] 24/30 5.63G 0.8727 0.8727 1.249 22 800: 94%|█████████▍| 220/233 [00:56<00:03, 3.93it/s] 24/30 5.63G 0.8712 0.8715 1.248 18 800: 94%|█████████▍| 220/233 [00:56<00:03, 3.93it/s] 24/30 5.63G 0.8712 0.8715 1.248 18 800: 95%|█████████▍| 221/233 [00:56<00:03, 3.97it/s] 24/30 5.63G 0.8709 0.8705 1.248 17 800: 95%|█████████▍| 221/233 [00:56<00:03, 3.97it/s] 24/30 5.63G 0.8709 0.8705 1.248 17 800: 95%|█████████▌| 222/233 [00:56<00:02, 4.00it/s] 24/30 5.63G 0.8704 0.8694 1.248 19 800: 95%|█████████▌| 222/233 [00:57<00:02, 4.00it/s] 24/30 5.63G 0.8704 0.8694 1.248 19 800: 96%|█████████▌| 223/233 [00:57<00:02, 3.97it/s] 24/30 5.63G 0.8706 0.8689 1.247 23 800: 96%|█████████▌| 223/233 [00:57<00:02, 3.97it/s] 24/30 5.63G 0.8706 0.8689 1.247 23 800: 96%|█████████▌| 224/233 [00:57<00:02, 3.92it/s] 24/30 5.63G 0.8711 0.8698 1.248 19 800: 96%|█████████▌| 224/233 [00:57<00:02, 3.92it/s] 24/30 5.63G 0.8711 0.8698 1.248 19 800: 97%|█████████▋| 225/233 [00:57<00:02, 3.96it/s] 24/30 5.63G 0.8711 0.8696 1.247 19 800: 97%|█████████▋| 225/233 [00:58<00:02, 3.96it/s] 24/30 5.63G 0.8711 0.8696 1.247 19 800: 97%|█████████▋| 226/233 [00:58<00:01, 3.98it/s] 24/30 5.63G 0.8706 0.8698 1.247 22 800: 97%|█████████▋| 226/233 [00:58<00:01, 3.98it/s] 24/30 5.63G 0.8706 0.8698 1.247 22 800: 97%|█████████▋| 227/233 [00:58<00:01, 4.00it/s] 24/30 5.63G 0.8707 0.8695 1.247 21 800: 97%|█████████▋| 227/233 [00:58<00:01, 4.00it/s] 24/30 5.63G 0.8707 0.8695 1.247 21 800: 98%|█████████▊| 228/233 [00:58<00:01, 3.91it/s] 24/30 5.63G 0.8699 0.8694 1.247 18 800: 98%|█████████▊| 228/233 [00:58<00:01, 3.91it/s] 24/30 5.63G 0.8699 0.8694 1.247 18 800: 98%|█████████▊| 229/233 [00:58<00:01, 3.96it/s] 24/30 5.63G 0.8715 0.8717 1.248 34 800: 98%|█████████▊| 229/233 [00:59<00:01, 3.96it/s] 24/30 5.63G 0.8715 0.8717 1.248 34 800: 99%|█████████▊| 230/233 [00:59<00:00, 3.97it/s] 24/30 5.63G 0.8714 0.871 1.248 22 800: 99%|█████████▊| 230/233 [00:59<00:00, 3.97it/s] 24/30 5.63G 0.8714 0.871 1.248 22 800: 99%|█████████▉| 231/233 [00:59<00:00, 3.99it/s] 24/30 5.63G 0.8727 0.8722 1.248 22 800: 99%|█████████▉| 231/233 [00:59<00:00, 3.99it/s] 24/30 5.63G 0.8727 0.8722 1.248 22 800: 100%|█████████▉| 232/233 [00:59<00:00, 3.90it/s] 24/30 6.22G 0.8752 0.8747 1.249 9 800: 100%|█████████▉| 232/233 [00:59<00:00, 3.90it/s] 24/30 6.22G 0.8752 0.8747 1.249 9 800: 100%|██████████| 233/233 [00:59<00:00, 3.91it/s] Class Images Instances Box(P R mAP50 mAP50-95): 0%| | 0/7 [00:00<?, ?it/s] Class Images Instances Box(P R mAP50 mAP50-95): 14%|█▍ | 1/7 [00:00<00:01, 4.30it/s] Class Images Instances Box(P R mAP50 mAP50-95): 29%|██▊ | 2/7 [00:00<00:01, 4.43it/s] Class Images Instances Box(P R mAP50 mAP50-95): 43%|████▎ | 3/7 [00:00<00:00, 4.63it/s] Class Images Instances Box(P R mAP50 mAP50-95): 57%|█████▋ | 4/7 [00:00<00:00, 4.63it/s] Class Images Instances Box(P R mAP50 mAP50-95): 71%|███████▏ | 5/7 [00:01<00:00, 4.66it/s] Class Images Instances Box(P R mAP50 mAP50-95): 86%|████████▌ | 6/7 [00:01<00:00, 4.71it/s] Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 7/7 [00:01<00:00, 5.17it/s] all 200 249 0.851 0.731 0.793 0.555 Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size 0%| | 0/233 [00:00<?, ?it/s] 25/30 5.61G 0.8224 0.926 1.161 17 800: 0%| | 0/233 [00:00<?, ?it/s] 25/30 5.61G 0.8224 0.926 1.161 17 800: 0%| | 1/233 [00:00<01:06, 3.49it/s] 25/30 5.62G 0.8465 0.8872 1.285 21 800: 0%| | 1/233 [00:00<01:06, 3.49it/s] 25/30 5.62G 0.8465 0.8872 1.285 21 800: 1%| | 2/233 [00:00<01:01, 3.76it/s] 25/30 5.63G 0.8179 0.894 1.284 20 800: 1%| | 2/233 [00:00<01:01, 3.76it/s] 25/30 5.63G 0.8179 0.894 1.284 20 800: 1%|▏ | 3/233 [00:00<01:02, 3.71it/s] 25/30 5.63G 0.8339 0.8907 1.258 25 800: 1%|▏ | 3/233 [00:01<01:02, 3.71it/s] 25/30 5.63G 0.8339 0.8907 1.258 25 800: 2%|▏ | 4/233 [00:01<01:00, 3.79it/s] 25/30 5.63G 0.8321 0.8349 1.264 18 800: 2%|▏ | 4/233 [00:01<01:00, 3.79it/s] 25/30 5.63G 0.8321 0.8349 1.264 18 800: 2%|▏ | 5/233 [00:01<00:58, 3.88it/s] 25/30 5.63G 0.8342 0.8639 1.239 21 800: 2%|▏ | 5/233 [00:01<00:58, 3.88it/s] 25/30 5.63G 0.8342 0.8639 1.239 21 800: 3%|▎ | 6/233 [00:01<00:57, 3.94it/s] 25/30 5.63G 0.8385 0.8639 1.237 18 800: 3%|▎ | 6/233 [00:01<00:57, 3.94it/s] 25/30 5.63G 0.8385 0.8639 1.237 18 800: 3%|▎ | 7/233 [00:01<00:58, 3.87it/s] 25/30 5.63G 0.7997 0.8545 1.217 17 800: 3%|▎ | 7/233 [00:02<00:58, 3.87it/s] 25/30 5.63G 0.7997 0.8545 1.217 17 800: 3%|▎ | 8/233 [00:02<00:57, 3.94it/s] 25/30 5.63G 0.8063 0.8584 1.226 23 800: 3%|▎ | 8/233 [00:02<00:57, 3.94it/s] 25/30 5.63G 0.8063 0.8584 1.226 23 800: 4%|▍ | 9/233 [00:02<00:56, 3.97it/s] 25/30 5.63G 0.8223 0.8798 1.239 24 800: 4%|▍ | 9/233 [00:02<00:56, 3.97it/s] 25/30 5.63G 0.8223 0.8798 1.239 24 800: 4%|▍ | 10/233 [00:02<00:55, 3.99it/s] 25/30 5.63G 0.8116 0.8619 1.227 18 800: 4%|▍ | 10/233 [00:02<00:55, 3.99it/s] 25/30 5.63G 0.8116 0.8619 1.227 18 800: 5%|▍ | 11/233 [00:02<00:56, 3.92it/s] 25/30 5.63G 0.8368 0.8871 1.235 24 800: 5%|▍ | 11/233 [00:03<00:56, 3.92it/s] 25/30 5.63G 0.8368 0.8871 1.235 24 800: 5%|▌ | 12/233 [00:03<00:56, 3.94it/s] 25/30 5.63G 0.8313 0.8788 1.234 16 800: 5%|▌ | 12/233 [00:03<00:56, 3.94it/s] 25/30 5.63G 0.8313 0.8788 1.234 16 800: 6%|▌ | 13/233 [00:03<00:55, 3.95it/s] 25/30 5.63G 0.8298 0.8672 1.244 16 800: 6%|▌ | 13/233 [00:03<00:55, 3.95it/s] 25/30 5.63G 0.8298 0.8672 1.244 16 800: 6%|▌ | 14/233 [00:03<00:54, 3.99it/s] 25/30 5.63G 0.8306 0.8533 1.245 21 800: 6%|▌ | 14/233 [00:03<00:54, 3.99it/s] 25/30 5.63G 0.8306 0.8533 1.245 21 800: 6%|▋ | 15/233 [00:03<00:56, 3.88it/s] 25/30 5.63G 0.8403 0.8797 1.244 23 800: 6%|▋ | 15/233 [00:04<00:56, 3.88it/s] 25/30 5.63G 0.8403 0.8797 1.244 23 800: 7%|▋ | 16/233 [00:04<00:55, 3.94it/s] 25/30 5.63G 0.8367 0.8769 1.236 25 800: 7%|▋ | 16/233 [00:04<00:55, 3.94it/s] 25/30 5.63G 0.8367 0.8769 1.236 25 800: 7%|▋ | 17/233 [00:04<00:54, 3.98it/s] 25/30 5.63G 0.8453 0.8735 1.247 20 800: 7%|▋ | 17/233 [00:04<00:54, 3.98it/s] 25/30 5.63G 0.8453 0.8735 1.247 20 800: 8%|▊ | 18/233 [00:04<00:54, 3.95it/s] 25/30 5.63G 0.8317 0.8596 1.237 18 800: 8%|▊ | 18/233 [00:04<00:54, 3.95it/s] 25/30 5.63G 0.8317 0.8596 1.237 18 800: 8%|▊ | 19/233 [00:04<00:55, 3.89it/s] 25/30 5.63G 0.8367 0.8518 1.234 19 800: 8%|▊ | 19/233 [00:05<00:55, 3.89it/s] 25/30 5.63G 0.8367 0.8518 1.234 19 800: 9%|▊ | 20/233 [00:05<00:54, 3.94it/s] 25/30 5.63G 0.8423 0.8541 1.241 19 800: 9%|▊ | 20/233 [00:05<00:54, 3.94it/s] 25/30 5.63G 0.8423 0.8541 1.241 19 800: 9%|▉ | 21/233 [00:05<00:54, 3.91it/s] 25/30 5.63G 0.8447 0.8604 1.24 21 800: 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[00:58<00:02, 3.43it/s] 25/30 5.63G 0.8381 0.8372 1.227 18 800: 96%|█████████▌| 224/233 [00:58<00:02, 3.59it/s] 25/30 5.63G 0.8386 0.8383 1.227 25 800: 96%|█████████▌| 224/233 [00:59<00:02, 3.59it/s] 25/30 5.63G 0.8386 0.8383 1.227 25 800: 97%|█████████▋| 225/233 [00:59<00:02, 3.72it/s] 25/30 5.63G 0.838 0.8379 1.227 18 800: 97%|█████████▋| 225/233 [00:59<00:02, 3.72it/s] 25/30 5.63G 0.838 0.8379 1.227 18 800: 97%|█████████▋| 226/233 [00:59<00:01, 3.81it/s] 25/30 5.63G 0.8375 0.8369 1.226 17 800: 97%|█████████▋| 226/233 [00:59<00:01, 3.81it/s] 25/30 5.63G 0.8375 0.8369 1.226 17 800: 97%|█████████▋| 227/233 [00:59<00:01, 3.80it/s] 25/30 5.63G 0.8377 0.8374 1.227 23 800: 97%|█████████▋| 227/233 [00:59<00:01, 3.80it/s] 25/30 5.63G 0.8377 0.8374 1.227 23 800: 98%|█████████▊| 228/233 [00:59<00:01, 3.78it/s] 25/30 5.63G 0.8387 0.8401 1.227 27 800: 98%|█████████▊| 228/233 [01:00<00:01, 3.78it/s] 25/30 5.63G 0.8387 0.8401 1.227 27 800: 98%|█████████▊| 229/233 [01:00<00:01, 3.80it/s] 25/30 5.63G 0.8387 0.8394 1.227 22 800: 98%|█████████▊| 229/233 [01:00<00:01, 3.80it/s] 25/30 5.63G 0.8387 0.8394 1.227 22 800: 99%|█████████▊| 230/233 [01:00<00:00, 3.81it/s] 25/30 5.63G 0.8388 0.8389 1.226 20 800: 99%|█████████▊| 230/233 [01:00<00:00, 3.81it/s] 25/30 5.63G 0.8388 0.8389 1.226 20 800: 99%|█████████▉| 231/233 [01:00<00:00, 3.73it/s] 25/30 5.63G 0.8389 0.8384 1.226 20 800: 99%|█████████▉| 231/233 [01:01<00:00, 3.73it/s] 25/30 5.63G 0.8389 0.8384 1.226 20 800: 100%|█████████▉| 232/233 [01:01<00:00, 3.78it/s] 25/30 6.23G 0.8394 0.8382 1.226 6 800: 100%|█████████▉| 232/233 [01:01<00:00, 3.78it/s] 25/30 6.23G 0.8394 0.8382 1.226 6 800: 100%|██████████| 233/233 [01:01<00:00, 4.58it/s] 25/30 6.23G 0.8394 0.8382 1.226 6 800: 100%|██████████| 233/233 [01:01<00:00, 3.81it/s] Class Images Instances Box(P R mAP50 mAP50-95): 0%| | 0/7 [00:00<?, ?it/s] Class Images Instances Box(P R mAP50 mAP50-95): 14%|█▍ | 1/7 [00:00<00:01, 4.03it/s] Class Images Instances Box(P R mAP50 mAP50-95): 29%|██▊ | 2/7 [00:00<00:01, 3.99it/s] Class Images Instances Box(P R mAP50 mAP50-95): 43%|████▎ | 3/7 [00:00<00:00, 4.18it/s] Class Images Instances Box(P R mAP50 mAP50-95): 57%|█████▋ | 4/7 [00:00<00:00, 4.41it/s] Class Images Instances Box(P R mAP50 mAP50-95): 71%|███████▏ | 5/7 [00:01<00:00, 4.55it/s] Class Images Instances Box(P R mAP50 mAP50-95): 86%|████████▌ | 6/7 [00:01<00:00, 4.66it/s] Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 7/7 [00:01<00:00, 4.95it/s] all 200 249 0.867 0.731 0.804 0.581 Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size 0%| | 0/233 [00:00<?, ?it/s] 26/30 5.62G 0.7878 0.9023 1.179 24 800: 0%| | 0/233 [00:00<?, ?it/s] 26/30 5.62G 0.7878 0.9023 1.179 24 800: 0%| | 1/233 [00:00<01:11, 3.25it/s] 26/30 5.64G 0.9734 1.106 1.209 38 800: 0%| | 1/233 [00:00<01:11, 3.25it/s] 26/30 5.64G 0.9734 1.106 1.209 38 800: 1%| | 2/233 [00:00<01:09, 3.31it/s] 26/30 5.64G 0.9717 1.127 1.217 34 800: 1%| | 2/233 [00:00<01:09, 3.31it/s] 26/30 5.64G 0.9717 1.127 1.217 34 800: 1%|▏ | 3/233 [00:00<01:06, 3.47it/s] 26/30 5.64G 0.9228 1.062 1.172 22 800: 1%|▏ | 3/233 [00:01<01:06, 3.47it/s] 26/30 5.64G 0.9228 1.062 1.172 22 800: 2%|▏ | 4/233 [00:01<01:04, 3.57it/s] 26/30 5.64G 0.8609 0.9576 1.143 16 800: 2%|▏ | 4/233 [00:01<01:04, 3.57it/s] 26/30 5.64G 0.8609 0.9576 1.143 16 800: 2%|▏ | 5/233 [00:01<01:01, 3.70it/s] 26/30 5.64G 0.8587 0.9162 1.149 20 800: 2%|▏ | 5/233 [00:01<01:01, 3.70it/s] 26/30 5.64G 0.8587 0.9162 1.149 20 800: 3%|▎ | 6/233 [00:01<01:00, 3.72it/s] 26/30 5.64G 0.8227 0.8624 1.138 17 800: 3%|▎ | 6/233 [00:01<01:00, 3.72it/s] 26/30 5.64G 0.8227 0.8624 1.138 17 800: 3%|▎ | 7/233 [00:01<00:59, 3.79it/s] 26/30 5.64G 0.8385 0.8632 1.178 20 800: 3%|▎ | 7/233 [00:02<00:59, 3.79it/s] 26/30 5.64G 0.8385 0.8632 1.178 20 800: 3%|▎ | 8/233 [00:02<00:59, 3.77it/s] 26/30 5.64G 0.8544 0.8813 1.186 24 800: 3%|▎ | 8/233 [00:02<00:59, 3.77it/s] 26/30 5.64G 0.8544 0.8813 1.186 24 800: 4%|▍ | 9/233 [00:02<01:00, 3.71it/s] 26/30 5.64G 0.8518 0.8584 1.208 20 800: 4%|▍ | 9/233 [00:02<01:00, 3.71it/s] 26/30 5.64G 0.8518 0.8584 1.208 20 800: 4%|▍ | 10/233 [00:02<01:02, 3.59it/s] 26/30 5.64G 0.8396 0.859 1.205 20 800: 4%|▍ | 10/233 [00:03<01:02, 3.59it/s] 26/30 5.64G 0.8396 0.859 1.205 20 800: 5%|▍ | 11/233 [00:03<01:01, 3.60it/s] 26/30 5.64G 0.8218 0.8282 1.204 16 800: 5%|▍ | 11/233 [00:03<01:01, 3.60it/s] 26/30 5.64G 0.8218 0.8282 1.204 16 800: 5%|▌ | 12/233 [00:03<00:59, 3.73it/s] 26/30 5.64G 0.8298 0.822 1.212 19 800: 5%|▌ | 12/233 [00:03<00:59, 3.73it/s] 26/30 5.64G 0.8298 0.822 1.212 19 800: 6%|▌ | 13/233 [00:03<00:57, 3.82it/s] 26/30 5.64G 0.8114 0.8013 1.205 18 800: 6%|▌ | 13/233 [00:03<00:57, 3.82it/s] 26/30 5.64G 0.8114 0.8013 1.205 18 800: 6%|▌ | 14/233 [00:03<00:57, 3.82it/s] 26/30 5.64G 0.8175 0.8058 1.199 19 800: 6%|▌ | 14/233 [00:04<00:57, 3.82it/s] 26/30 5.64G 0.8175 0.8058 1.199 19 800: 6%|▋ | 15/233 [00:04<00:55, 3.90it/s] 26/30 5.64G 0.8128 0.8007 1.2 18 800: 6%|▋ | 15/233 [00:04<00:55, 3.90it/s] 26/30 5.64G 0.8128 0.8007 1.2 18 800: 7%|▋ | 16/233 [00:04<00:54, 3.95it/s] 26/30 5.64G 0.8211 0.8079 1.202 25 800: 7%|▋ | 16/233 [00:04<00:54, 3.95it/s] 26/30 5.64G 0.8211 0.8079 1.202 25 800: 7%|▋ | 17/233 [00:04<00:55, 3.89it/s] 26/30 5.64G 0.824 0.8177 1.201 27 800: 7%|▋ | 17/233 [00:04<00:55, 3.89it/s] 26/30 5.64G 0.824 0.8177 1.201 27 800: 8%|▊ | 18/233 [00:04<00:56, 3.79it/s] 26/30 5.64G 0.8101 0.8121 1.193 20 800: 8%|▊ | 18/233 [00:05<00:56, 3.79it/s] 26/30 5.64G 0.8101 0.8121 1.193 20 800: 8%|▊ | 19/233 [00:05<00:55, 3.84it/s] 26/30 5.64G 0.8225 0.8157 1.206 25 800: 8%|▊ | 19/233 [00:05<00:55, 3.84it/s] 26/30 5.64G 0.8225 0.8157 1.206 25 800: 9%|▊ | 20/233 [00:05<00:55, 3.81it/s] 26/30 5.64G 0.8216 0.8122 1.212 19 800: 9%|▊ | 20/233 [00:05<00:55, 3.81it/s] 26/30 5.64G 0.8216 0.8122 1.212 19 800: 9%|▉ | 21/233 [00:05<00:55, 3.84it/s] 26/30 5.64G 0.8299 0.8301 1.213 30 800: 9%|▉ | 21/233 [00:05<00:55, 3.84it/s] 26/30 5.64G 0.8299 0.8301 1.213 30 800: 9%|▉ | 22/233 [00:05<00:55, 3.81it/s] 26/30 5.64G 0.8198 0.821 1.208 20 800: 9%|▉ | 22/233 [00:06<00:55, 3.81it/s] 26/30 5.64G 0.8198 0.821 1.208 20 800: 10%|▉ | 23/233 [00:06<00:55, 3.81it/s] 26/30 5.64G 0.8054 0.8064 1.201 17 800: 10%|▉ | 23/233 [00:06<00:55, 3.81it/s] 26/30 5.64G 0.8054 0.8064 1.201 17 800: 10%|█ | 24/233 [00:06<00:53, 3.88it/s] 26/30 5.64G 0.8043 0.8025 1.199 19 800: 10%|█ | 24/233 [00:06<00:53, 3.88it/s] 26/30 5.64G 0.8043 0.8025 1.199 19 800: 11%|█ | 25/233 [00:06<00:52, 3.93it/s] 26/30 5.64G 0.8126 0.8121 1.209 22 800: 11%|█ | 25/233 [00:06<00:52, 3.93it/s] 26/30 5.64G 0.8126 0.8121 1.209 22 800: 11%|█ | 26/233 [00:06<00:53, 3.87it/s] 26/30 5.64G 0.8088 0.7989 1.205 18 800: 11%|█ | 26/233 [00:07<00:53, 3.87it/s] 26/30 5.64G 0.8088 0.7989 1.205 18 800: 12%|█▏ | 27/233 [00:07<00:52, 3.91it/s] 26/30 5.64G 0.8144 0.8087 1.21 25 800: 12%|█▏ | 27/233 [00:07<00:52, 3.91it/s] 26/30 5.64G 0.8144 0.8087 1.21 25 800: 12%|█▏ | 28/233 [00:07<00:53, 3.81it/s] 26/30 5.64G 0.8246 0.8253 1.214 23 800: 12%|█▏ | 28/233 [00:07<00:53, 3.81it/s] 26/30 5.64G 0.8246 0.8253 1.214 23 800: 12%|█▏ | 29/233 [00:07<00:54, 3.72it/s] 26/30 5.64G 0.8318 0.8275 1.222 24 800: 12%|█▏ | 29/233 [00:08<00:54, 3.72it/s] 26/30 5.64G 0.8318 0.8275 1.222 24 800: 13%|█▎ | 30/233 [00:08<00:56, 3.62it/s] 26/30 5.64G 0.8218 0.8158 1.214 17 800: 13%|█▎ | 30/233 [00:08<00:56, 3.62it/s] 26/30 5.64G 0.8218 0.8158 1.214 17 800: 13%|█▎ | 31/233 [00:08<00:54, 3.74it/s] 26/30 5.64G 0.8186 0.8085 1.214 18 800: 13%|█▎ | 31/233 [00:08<00:54, 3.74it/s] 26/30 5.64G 0.8186 0.8085 1.214 18 800: 14%|█▎ | 32/233 [00:08<00:52, 3.80it/s] 26/30 5.64G 0.8156 0.8016 1.209 19 800: 14%|█▎ | 32/233 [00:08<00:52, 3.80it/s] 26/30 5.64G 0.8156 0.8016 1.209 19 800: 14%|█▍ | 33/233 [00:08<00:51, 3.87it/s] 26/30 5.64G 0.8258 0.8064 1.213 18 800: 14%|█▍ | 33/233 [00:09<00:51, 3.87it/s] 26/30 5.64G 0.8258 0.8064 1.213 18 800: 15%|█▍ | 34/233 [00:09<00:51, 3.85it/s] 26/30 5.64G 0.8303 0.8072 1.217 20 800: 15%|█▍ | 34/233 [00:09<00:51, 3.85it/s] 26/30 5.64G 0.8303 0.8072 1.217 20 800: 15%|█▌ | 35/233 [00:09<00:50, 3.91it/s] 26/30 5.64G 0.8305 0.8007 1.217 18 800: 15%|█▌ | 35/233 [00:09<00:50, 3.91it/s] 26/30 5.64G 0.8305 0.8007 1.217 18 800: 15%|█▌ | 36/233 [00:09<00:50, 3.88it/s] 26/30 5.64G 0.8333 0.8063 1.221 24 800: 15%|█▌ | 36/233 [00:09<00:50, 3.88it/s] 26/30 5.64G 0.8333 0.8063 1.221 24 800: 16%|█▌ | 37/233 [00:09<00:51, 3.78it/s] 26/30 5.64G 0.8296 0.8039 1.219 21 800: 16%|█▌ | 37/233 [00:10<00:51, 3.78it/s] 26/30 5.64G 0.8296 0.8039 1.219 21 800: 16%|█▋ | 38/233 [00:10<00:52, 3.68it/s] 26/30 5.64G 0.8294 0.8067 1.218 20 800: 16%|█▋ | 38/233 [00:10<00:52, 3.68it/s] 26/30 5.64G 0.8294 0.8067 1.218 20 800: 17%|█▋ | 39/233 [00:10<00:51, 3.76it/s] 26/30 5.64G 0.8274 0.8202 1.219 18 800: 17%|█▋ | 39/233 [00:10<00:51, 3.76it/s] 26/30 5.64G 0.8274 0.8202 1.219 18 800: 17%|█▋ | 40/233 [00:10<00:50, 3.85it/s] 26/30 5.64G 0.8298 0.8202 1.22 18 800: 17%|█▋ | 40/233 [00:10<00:50, 3.85it/s] 26/30 5.64G 0.8298 0.8202 1.22 18 800: 18%|█▊ | 41/233 [00:10<00:49, 3.92it/s] 26/30 5.64G 0.8323 0.8196 1.22 21 800: 18%|█▊ | 41/233 [00:11<00:49, 3.92it/s] 26/30 5.64G 0.8323 0.8196 1.22 21 800: 18%|█▊ | 42/233 [00:11<00:50, 3.79it/s] 26/30 5.64G 0.842 0.8288 1.23 21 800: 18%|█▊ | 42/233 [00:11<00:50, 3.79it/s] 26/30 5.64G 0.842 0.8288 1.23 21 800: 18%|█▊ | 43/233 [00:11<00:49, 3.84it/s] 26/30 5.64G 0.8411 0.825 1.228 19 800: 18%|█▊ | 43/233 [00:11<00:49, 3.84it/s] 26/30 5.64G 0.8411 0.825 1.228 19 800: 19%|█▉ | 44/233 [00:11<00:48, 3.89it/s] 26/30 5.64G 0.8369 0.8198 1.224 20 800: 19%|█▉ | 44/233 [00:11<00:48, 3.89it/s] 26/30 5.64G 0.8369 0.8198 1.224 20 800: 19%|█▉ | 45/233 [00:11<00:47, 3.92it/s] 26/30 5.64G 0.836 0.82 1.222 19 800: 19%|█▉ | 45/233 [00:12<00:47, 3.92it/s] 26/30 5.64G 0.836 0.82 1.222 19 800: 20%|█▉ | 46/233 [00:12<00:48, 3.85it/s] 26/30 5.64G 0.8315 0.8154 1.218 17 800: 20%|█▉ | 46/233 [00:12<00:48, 3.85it/s] 26/30 5.64G 0.8315 0.8154 1.218 17 800: 20%|██ | 47/233 [00:12<00:47, 3.92it/s] 26/30 5.64G 0.8373 0.8191 1.226 24 800: 20%|██ | 47/233 [00:12<00:47, 3.92it/s] 26/30 5.64G 0.8373 0.8191 1.226 24 800: 21%|██ | 48/233 [00:12<00:46, 3.96it/s] 26/30 5.64G 0.8353 0.8169 1.223 20 800: 21%|██ | 48/233 [00:12<00:46, 3.96it/s] 26/30 5.64G 0.8353 0.8169 1.223 20 800: 21%|██ | 49/233 [00:12<00:46, 3.99it/s] 26/30 5.64G 0.8314 0.8112 1.22 18 800: 21%|██ | 49/233 [00:13<00:46, 3.99it/s] 26/30 5.64G 0.8314 0.8112 1.22 18 800: 21%|██▏ | 50/233 [00:13<00:46, 3.92it/s] 26/30 5.64G 0.8277 0.8119 1.219 21 800: 21%|██▏ | 50/233 [00:13<00:46, 3.92it/s] 26/30 5.64G 0.8277 0.8119 1.219 21 800: 22%|██▏ | 51/233 [00:13<00:46, 3.93it/s] 26/30 5.64G 0.8304 0.8102 1.224 21 800: 22%|██▏ | 51/233 [00:13<00:46, 3.93it/s] 26/30 5.64G 0.8304 0.8102 1.224 21 800: 22%|██▏ | 52/233 [00:13<00:45, 3.97it/s] 26/30 5.64G 0.8304 0.8103 1.225 24 800: 22%|██▏ | 52/233 [00:13<00:45, 3.97it/s] 26/30 5.64G 0.8304 0.8103 1.225 24 800: 23%|██▎ | 53/233 [00:13<00:44, 4.00it/s] 26/30 5.64G 0.8276 0.8074 1.223 19 800: 23%|██▎ | 53/233 [00:14<00:44, 4.00it/s] 26/30 5.64G 0.8276 0.8074 1.223 19 800: 23%|██▎ | 54/233 [00:14<00:45, 3.94it/s] 26/30 5.64G 0.8258 0.8075 1.221 21 800: 23%|██▎ | 54/233 [00:14<00:45, 3.94it/s] 26/30 5.64G 0.8258 0.8075 1.221 21 800: 24%|██▎ | 55/233 [00:14<00:44, 3.96it/s] 26/30 5.64G 0.8266 0.8103 1.22 24 800: 24%|██▎ | 55/233 [00:14<00:44, 3.96it/s] 26/30 5.64G 0.8266 0.8103 1.22 24 800: 24%|██▍ | 56/233 [00:14<00:44, 3.98it/s] 26/30 5.64G 0.8213 0.8042 1.215 18 800: 24%|██▍ | 56/233 [00:14<00:44, 3.98it/s] 26/30 5.64G 0.8213 0.8042 1.215 18 800: 24%|██▍ | 57/233 [00:14<00:44, 4.00it/s] 26/30 5.64G 0.82 0.8002 1.211 19 800: 24%|██▍ | 57/233 [00:15<00:44, 4.00it/s] 26/30 5.64G 0.82 0.8002 1.211 19 800: 25%|██▍ | 58/233 [00:15<00:44, 3.95it/s] 26/30 5.64G 0.8203 0.8006 1.212 18 800: 25%|██▍ | 58/233 [00:15<00:44, 3.95it/s] 26/30 5.64G 0.8203 0.8006 1.212 18 800: 25%|██▌ | 59/233 [00:15<00:43, 3.98it/s] 26/30 5.64G 0.8206 0.7978 1.213 17 800: 25%|██▌ | 59/233 [00:15<00:43, 3.98it/s] 26/30 5.64G 0.8206 0.7978 1.213 17 800: 26%|██▌ | 60/233 [00:15<00:43, 4.01it/s] 26/30 5.64G 0.8199 0.7976 1.216 18 800: 26%|██▌ | 60/233 [00:15<00:43, 4.01it/s] 26/30 5.64G 0.8199 0.7976 1.216 18 800: 26%|██▌ | 61/233 [00:15<00:42, 4.03it/s] 26/30 5.64G 0.8206 0.8018 1.214 24 800: 26%|██▌ | 61/233 [00:16<00:42, 4.03it/s] 26/30 5.64G 0.8206 0.8018 1.214 24 800: 27%|██▋ | 62/233 [00:16<00:42, 3.98it/s] 26/30 5.64G 0.8184 0.801 1.212 19 800: 27%|██▋ | 62/233 [00:16<00:42, 3.98it/s] 26/30 5.64G 0.8184 0.801 1.212 19 800: 27%|██▋ | 63/233 [00:16<00:42, 4.01it/s] 26/30 5.64G 0.8178 0.7999 1.212 17 800: 27%|██▋ | 63/233 [00:16<00:42, 4.01it/s] 26/30 5.64G 0.8178 0.7999 1.212 17 800: 27%|██▋ | 64/233 [00:16<00:41, 4.02it/s] 26/30 5.64G 0.8173 0.7994 1.212 19 800: 27%|██▋ | 64/233 [00:16<00:41, 4.02it/s] 26/30 5.64G 0.8173 0.7994 1.212 19 800: 28%|██▊ | 65/233 [00:16<00:41, 4.04it/s] 26/30 5.64G 0.8144 0.7959 1.211 22 800: 28%|██▊ | 65/233 [00:17<00:41, 4.04it/s] 26/30 5.64G 0.8144 0.7959 1.211 22 800: 28%|██▊ | 66/233 [00:17<00:43, 3.84it/s] 26/30 5.64G 0.816 0.7976 1.215 20 800: 28%|██▊ | 66/233 [00:17<00:43, 3.84it/s] 26/30 5.64G 0.816 0.7976 1.215 20 800: 29%|██▉ | 67/233 [00:17<00:42, 3.90it/s] 26/30 5.64G 0.8172 0.7979 1.215 22 800: 29%|██▉ | 67/233 [00:17<00:42, 3.90it/s] 26/30 5.64G 0.8172 0.7979 1.215 22 800: 29%|██▉ | 68/233 [00:17<00:42, 3.92it/s] 26/30 5.64G 0.8169 0.7965 1.214 18 800: 29%|██▉ | 68/233 [00:17<00:42, 3.92it/s] 26/30 5.64G 0.8169 0.7965 1.214 18 800: 30%|██▉ | 69/233 [00:17<00:41, 3.93it/s] 26/30 5.64G 0.816 0.7974 1.213 23 800: 30%|██▉ | 69/233 [00:18<00:41, 3.93it/s] 26/30 5.64G 0.816 0.7974 1.213 23 800: 30%|███ | 70/233 [00:18<00:43, 3.77it/s] 26/30 5.64G 0.8135 0.7938 1.21 18 800: 30%|███ | 70/233 [00:18<00:43, 3.77it/s] 26/30 5.64G 0.8135 0.7938 1.21 18 800: 30%|███ | 71/233 [00:18<00:43, 3.76it/s] 26/30 5.64G 0.8105 0.7947 1.209 20 800: 30%|███ | 71/233 [00:18<00:43, 3.76it/s] 26/30 5.64G 0.8105 0.7947 1.209 20 800: 31%|███ | 72/233 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201/233 [00:52<00:07, 4.02it/s] 26/30 5.64G 0.7984 0.7969 1.194 17 800: 87%|████████▋ | 202/233 [00:52<00:07, 3.95it/s] 26/30 5.64G 0.7983 0.7965 1.194 21 800: 87%|████████▋ | 202/233 [00:52<00:07, 3.95it/s] 26/30 5.64G 0.7983 0.7965 1.194 21 800: 87%|████████▋ | 203/233 [00:52<00:07, 3.99it/s] 26/30 5.64G 0.7993 0.7964 1.194 22 800: 87%|████████▋ | 203/233 [00:52<00:07, 3.99it/s] 26/30 5.64G 0.7993 0.7964 1.194 22 800: 88%|████████▊ | 204/233 [00:52<00:07, 4.01it/s] 26/30 5.64G 0.7992 0.7958 1.194 19 800: 88%|████████▊ | 204/233 [00:53<00:07, 4.01it/s] 26/30 5.64G 0.7992 0.7958 1.194 19 800: 88%|████████▊ | 205/233 [00:53<00:06, 4.03it/s] 26/30 5.64G 0.7978 0.7947 1.193 18 800: 88%|████████▊ | 205/233 [00:53<00:06, 4.03it/s] 26/30 5.64G 0.7978 0.7947 1.193 18 800: 88%|████████▊ | 206/233 [00:53<00:06, 3.96it/s] 26/30 5.64G 0.7983 0.7953 1.194 23 800: 88%|████████▊ | 206/233 [00:53<00:06, 3.96it/s] 26/30 5.64G 0.7983 0.7953 1.194 23 800: 89%|████████▉ | 207/233 [00:53<00:06, 3.99it/s] 26/30 5.64G 0.7986 0.7966 1.194 23 800: 89%|████████▉ | 207/233 [00:53<00:06, 3.99it/s] 26/30 5.64G 0.7986 0.7966 1.194 23 800: 89%|████████▉ | 208/233 [00:53<00:06, 4.02it/s] 26/30 5.64G 0.7993 0.7965 1.194 22 800: 89%|████████▉ | 208/233 [00:54<00:06, 4.02it/s] 26/30 5.64G 0.7993 0.7965 1.194 22 800: 90%|████████▉ | 209/233 [00:54<00:05, 4.03it/s] 26/30 5.64G 0.7992 0.7964 1.194 21 800: 90%|████████▉ | 209/233 [00:54<00:05, 4.03it/s] 26/30 5.64G 0.7992 0.7964 1.194 21 800: 90%|█████████ | 210/233 [00:54<00:05, 3.98it/s] 26/30 5.64G 0.7996 0.7966 1.195 23 800: 90%|█████████ | 210/233 [00:54<00:05, 3.98it/s] 26/30 5.64G 0.7996 0.7966 1.195 23 800: 91%|█████████ | 211/233 [00:54<00:05, 4.01it/s] 26/30 5.64G 0.7996 0.7974 1.195 18 800: 91%|█████████ | 211/233 [00:54<00:05, 4.01it/s] 26/30 5.64G 0.7996 0.7974 1.195 18 800: 91%|█████████ | 212/233 [00:54<00:05, 4.02it/s] 26/30 5.64G 0.7992 0.797 1.194 21 800: 91%|█████████ | 212/233 [00:55<00:05, 4.02it/s] 26/30 5.64G 0.7992 0.797 1.194 21 800: 91%|█████████▏| 213/233 [00:55<00:04, 4.04it/s] 26/30 5.64G 0.7996 0.7979 1.194 22 800: 91%|█████████▏| 213/233 [00:55<00:04, 4.04it/s] 26/30 5.64G 0.7996 0.7979 1.194 22 800: 92%|█████████▏| 214/233 [00:55<00:04, 3.97it/s] 26/30 5.64G 0.7994 0.7979 1.195 15 800: 92%|█████████▏| 214/233 [00:55<00:04, 3.97it/s] 26/30 5.64G 0.7994 0.7979 1.195 15 800: 92%|█████████▏| 215/233 [00:55<00:04, 3.99it/s] 26/30 5.64G 0.7988 0.7982 1.194 20 800: 92%|█████████▏| 215/233 [00:55<00:04, 3.99it/s] 26/30 5.64G 0.7988 0.7982 1.194 20 800: 93%|█████████▎| 216/233 [00:55<00:04, 4.02it/s] 26/30 5.64G 0.7988 0.7978 1.195 22 800: 93%|█████████▎| 216/233 [00:56<00:04, 4.02it/s] 26/30 5.64G 0.7988 0.7978 1.195 22 800: 93%|█████████▎| 217/233 [00:56<00:03, 4.04it/s] 26/30 5.64G 0.7995 0.7984 1.195 30 800: 93%|█████████▎| 217/233 [00:56<00:03, 4.04it/s] 26/30 5.64G 0.7995 0.7984 1.195 30 800: 94%|█████████▎| 218/233 [00:56<00:03, 3.97it/s] 26/30 5.64G 0.8011 0.7986 1.197 22 800: 94%|█████████▎| 218/233 [00:56<00:03, 3.97it/s] 26/30 5.64G 0.8011 0.7986 1.197 22 800: 94%|█████████▍| 219/233 [00:56<00:03, 4.00it/s] 26/30 5.64G 0.8003 0.798 1.196 18 800: 94%|█████████▍| 219/233 [00:56<00:03, 4.00it/s] 26/30 5.64G 0.8003 0.798 1.196 18 800: 94%|█████████▍| 220/233 [00:56<00:03, 4.00it/s] 26/30 5.64G 0.8003 0.7981 1.196 22 800: 94%|█████████▍| 220/233 [00:57<00:03, 4.00it/s] 26/30 5.64G 0.8003 0.7981 1.196 22 800: 95%|█████████▍| 221/233 [00:57<00:02, 4.03it/s] 26/30 5.64G 0.7998 0.7981 1.197 21 800: 95%|█████████▍| 221/233 [00:57<00:02, 4.03it/s] 26/30 5.64G 0.7998 0.7981 1.197 21 800: 95%|█████████▌| 222/233 [00:57<00:02, 3.95it/s] 26/30 5.64G 0.8004 0.7988 1.197 24 800: 95%|█████████▌| 222/233 [00:57<00:02, 3.95it/s] 26/30 5.64G 0.8004 0.7988 1.197 24 800: 96%|█████████▌| 223/233 [00:57<00:02, 3.98it/s] 26/30 5.64G 0.8 0.7981 1.196 18 800: 96%|█████████▌| 223/233 [00:57<00:02, 3.98it/s] 26/30 5.64G 0.8 0.7981 1.196 18 800: 96%|█████████▌| 224/233 [00:57<00:02, 4.01it/s] 26/30 5.64G 0.8 0.7977 1.196 18 800: 96%|█████████▌| 224/233 [00:58<00:02, 4.01it/s] 26/30 5.64G 0.8 0.7977 1.196 18 800: 97%|█████████▋| 225/233 [00:58<00:01, 4.02it/s] 26/30 5.64G 0.799 0.7971 1.196 16 800: 97%|█████████▋| 225/233 [00:58<00:01, 4.02it/s] 26/30 5.64G 0.799 0.7971 1.196 16 800: 97%|█████████▋| 226/233 [00:58<00:01, 3.96it/s] 26/30 5.64G 0.7989 0.7973 1.195 19 800: 97%|█████████▋| 226/233 [00:58<00:01, 3.96it/s] 26/30 5.64G 0.7989 0.7973 1.195 19 800: 97%|█████████▋| 227/233 [00:58<00:01, 3.99it/s] 26/30 5.64G 0.7985 0.7973 1.195 19 800: 97%|█████████▋| 227/233 [00:58<00:01, 3.99it/s] 26/30 5.64G 0.7985 0.7973 1.195 19 800: 98%|█████████▊| 228/233 [00:58<00:01, 4.02it/s] 26/30 5.64G 0.7989 0.798 1.196 25 800: 98%|█████████▊| 228/233 [00:59<00:01, 4.02it/s] 26/30 5.64G 0.7989 0.798 1.196 25 800: 98%|█████████▊| 229/233 [00:59<00:00, 4.03it/s] 26/30 5.64G 0.7981 0.797 1.195 16 800: 98%|█████████▊| 229/233 [00:59<00:00, 4.03it/s] 26/30 5.64G 0.7981 0.797 1.195 16 800: 99%|█████████▊| 230/233 [00:59<00:00, 3.96it/s] 26/30 5.64G 0.798 0.7972 1.194 22 800: 99%|█████████▊| 230/233 [00:59<00:00, 3.96it/s] 26/30 5.64G 0.798 0.7972 1.194 22 800: 99%|█████████▉| 231/233 [00:59<00:00, 3.99it/s] 26/30 5.64G 0.7983 0.7974 1.195 23 800: 99%|█████████▉| 231/233 [00:59<00:00, 3.99it/s] 26/30 5.64G 0.7983 0.7974 1.195 23 800: 100%|█████████▉| 232/233 [00:59<00:00, 4.00it/s] 26/30 6.24G 0.8 0.7974 1.197 7 800: 100%|█████████▉| 232/233 [01:00<00:00, 4.00it/s] 26/30 6.24G 0.8 0.7974 1.197 7 800: 100%|██████████| 233/233 [01:00<00:00, 3.88it/s] Class Images Instances Box(P R mAP50 mAP50-95): 0%| | 0/7 [00:00<?, ?it/s] Class Images Instances Box(P R mAP50 mAP50-95): 14%|█▍ | 1/7 [00:00<00:01, 4.80it/s] Class Images Instances Box(P R mAP50 mAP50-95): 29%|██▊ | 2/7 [00:00<00:01, 4.85it/s] Class Images Instances Box(P R mAP50 mAP50-95): 43%|████▎ | 3/7 [00:00<00:00, 4.85it/s] Class Images Instances Box(P R mAP50 mAP50-95): 57%|█████▋ | 4/7 [00:00<00:00, 4.86it/s] Class Images Instances Box(P R mAP50 mAP50-95): 71%|███████▏ | 5/7 [00:01<00:00, 4.82it/s] Class Images Instances Box(P R mAP50 mAP50-95): 86%|████████▌ | 6/7 [00:01<00:00, 4.85it/s] Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 7/7 [00:01<00:00, 5.40it/s] all 200 249 0.825 0.727 0.809 0.575 Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size 0%| | 0/233 [00:00<?, ?it/s] 27/30 5.63G 0.7117 0.864 1.226 22 800: 0%| | 0/233 [00:00<?, ?it/s] 27/30 5.63G 0.7117 0.864 1.226 22 800: 0%| | 1/233 [00:00<01:08, 3.39it/s] 27/30 5.63G 0.6864 0.7658 1.182 20 800: 0%| | 1/233 [00:00<01:08, 3.39it/s] 27/30 5.63G 0.6864 0.7658 1.182 20 800: 1%| | 2/233 [00:00<01:01, 3.78it/s] 27/30 5.63G 0.6871 0.7002 1.133 18 800: 1%| | 2/233 [00:00<01:01, 3.78it/s] 27/30 5.63G 0.6871 0.7002 1.133 18 800: 1%|▏ | 3/233 [00:00<00:58, 3.92it/s] 27/30 5.63G 0.6541 0.6672 1.097 16 800: 1%|▏ | 3/233 [00:01<00:58, 3.92it/s] 27/30 5.63G 0.6541 0.6672 1.097 16 800: 2%|▏ | 4/233 [00:01<00:57, 3.99it/s] 27/30 5.63G 0.6406 0.6439 1.079 18 800: 2%|▏ | 4/233 [00:01<00:57, 3.99it/s] 27/30 5.63G 0.6406 0.6439 1.079 18 800: 2%|▏ | 5/233 [00:01<00:58, 3.91it/s] 27/30 5.63G 0.656 0.6278 1.073 17 800: 2%|▏ | 5/233 [00:01<00:58, 3.91it/s] 27/30 5.63G 0.656 0.6278 1.073 17 800: 3%|▎ | 6/233 [00:01<00:58, 3.89it/s] 27/30 5.63G 0.6599 0.6429 1.078 21 800: 3%|▎ | 6/233 [00:01<00:58, 3.89it/s] 27/30 5.63G 0.6599 0.6429 1.078 21 800: 3%|▎ | 7/233 [00:01<00:58, 3.87it/s] 27/30 5.63G 0.6813 0.6647 1.091 18 800: 3%|▎ | 7/233 [00:02<00:58, 3.87it/s] 27/30 5.63G 0.6813 0.6647 1.091 18 800: 3%|▎ | 8/233 [00:02<00:57, 3.91it/s] 27/30 5.63G 0.6716 0.6623 1.084 19 800: 3%|▎ | 8/233 [00:02<00:57, 3.91it/s] 27/30 5.63G 0.6716 0.6623 1.084 19 800: 4%|▍ | 9/233 [00:02<00:57, 3.89it/s] 27/30 5.63G 0.7098 0.7047 1.093 22 800: 4%|▍ | 9/233 [00:02<00:57, 3.89it/s] 27/30 5.63G 0.7098 0.7047 1.093 22 800: 4%|▍ | 10/233 [00:02<00:56, 3.95it/s] 27/30 5.63G 0.7198 0.7124 1.114 21 800: 4%|▍ | 10/233 [00:02<00:56, 3.95it/s] 27/30 5.63G 0.7198 0.7124 1.114 21 800: 5%|▍ | 11/233 [00:02<00:55, 3.99it/s] 27/30 5.63G 0.7139 0.7109 1.105 22 800: 5%|▍ | 11/233 [00:03<00:55, 3.99it/s] 27/30 5.63G 0.7139 0.7109 1.105 22 800: 5%|▌ | 12/233 [00:03<00:56, 3.94it/s] 27/30 5.63G 0.7187 0.7285 1.107 20 800: 5%|▌ | 12/233 [00:03<00:56, 3.94it/s] 27/30 5.63G 0.7187 0.7285 1.107 20 800: 6%|▌ | 13/233 [00:03<00:58, 3.76it/s] 27/30 5.63G 0.7148 0.7243 1.109 20 800: 6%|▌ | 13/233 [00:03<00:58, 3.76it/s] 27/30 5.63G 0.7148 0.7243 1.109 20 800: 6%|▌ | 14/233 [00:03<00:56, 3.86it/s] 27/30 5.63G 0.7084 0.7078 1.109 20 800: 6%|▌ | 14/233 [00:03<00:56, 3.86it/s] 27/30 5.63G 0.7084 0.7078 1.109 20 800: 6%|▋ | 15/233 [00:03<00:55, 3.91it/s] 27/30 5.63G 0.7215 0.7144 1.121 23 800: 6%|▋ | 15/233 [00:04<00:55, 3.91it/s] 27/30 5.63G 0.7215 0.7144 1.121 23 800: 7%|▋ | 16/233 [00:04<00:54, 3.97it/s] 27/30 5.63G 0.7269 0.7194 1.124 19 800: 7%|▋ | 16/233 [00:04<00:54, 3.97it/s] 27/30 5.63G 0.7269 0.7194 1.124 19 800: 7%|▋ | 17/233 [00:04<00:56, 3.81it/s] 27/30 5.63G 0.7353 0.7194 1.128 24 800: 7%|▋ | 17/233 [00:04<00:56, 3.81it/s] 27/30 5.63G 0.7353 0.7194 1.128 24 800: 8%|▊ | 18/233 [00:04<00:57, 3.72it/s] 27/30 5.63G 0.7358 0.7215 1.135 20 800: 8%|▊ | 18/233 [00:04<00:57, 3.72it/s] 27/30 5.63G 0.7358 0.7215 1.135 20 800: 8%|▊ | 19/233 [00:04<00:58, 3.68it/s] 27/30 5.63G 0.7328 0.7222 1.141 21 800: 8%|▊ | 19/233 [00:05<00:58, 3.68it/s] 27/30 5.63G 0.7328 0.7222 1.141 21 800: 9%|▊ | 20/233 [00:05<00:56, 3.77it/s] 27/30 5.63G 0.731 0.7216 1.143 18 800: 9%|▊ | 20/233 [00:05<00:56, 3.77it/s] 27/30 5.63G 0.731 0.7216 1.143 18 800: 9%|▉ | 21/233 [00:05<00:56, 3.79it/s] 27/30 5.63G 0.7325 0.7249 1.142 21 800: 9%|▉ | 21/233 [00:05<00:56, 3.79it/s] 27/30 5.63G 0.7325 0.7249 1.142 21 800: 9%|▉ | 22/233 [00:05<00:54, 3.86it/s] 27/30 5.63G 0.7428 0.7384 1.144 26 800: 9%|▉ | 22/233 [00:05<00:54, 3.86it/s] 27/30 5.63G 0.7428 0.7384 1.144 26 800: 10%|▉ | 23/233 [00:05<00:53, 3.93it/s] 27/30 5.63G 0.7398 0.7306 1.143 18 800: 10%|▉ | 23/233 [00:06<00:53, 3.93it/s] 27/30 5.63G 0.7398 0.7306 1.143 18 800: 10%|█ | 24/233 [00:06<00:52, 3.97it/s] 27/30 5.63G 0.743 0.7288 1.151 20 800: 10%|█ | 24/233 [00:06<00:52, 3.97it/s] 27/30 5.63G 0.743 0.7288 1.151 20 800: 11%|█ | 25/233 [00:06<00:53, 3.91it/s] 27/30 5.63G 0.7366 0.7188 1.148 20 800: 11%|█ | 25/233 [00:06<00:53, 3.91it/s] 27/30 5.63G 0.7366 0.7188 1.148 20 800: 11%|█ | 26/233 [00:06<00:52, 3.97it/s] 27/30 5.63G 0.7342 0.7161 1.15 19 800: 11%|█ | 26/233 [00:06<00:52, 3.97it/s] 27/30 5.63G 0.7342 0.7161 1.15 19 800: 12%|█▏ | 27/233 [00:06<00:51, 4.00it/s] 27/30 5.63G 0.7345 0.7177 1.152 21 800: 12%|█▏ | 27/233 [00:07<00:51, 4.00it/s] 27/30 5.63G 0.7345 0.7177 1.152 21 800: 12%|█▏ | 28/233 [00:07<00:51, 4.02it/s] 27/30 5.63G 0.7318 0.7119 1.149 19 800: 12%|█▏ | 28/233 [00:07<00:51, 4.02it/s] 27/30 5.63G 0.7318 0.7119 1.149 19 800: 12%|█▏ | 29/233 [00:07<00:51, 3.94it/s] 27/30 5.63G 0.7416 0.7225 1.158 24 800: 12%|█▏ | 29/233 [00:07<00:51, 3.94it/s] 27/30 5.63G 0.7416 0.7225 1.158 24 800: 13%|█▎ | 30/233 [00:07<00:51, 3.97it/s] 27/30 5.63G 0.745 0.7256 1.166 18 800: 13%|█▎ | 30/233 [00:07<00:51, 3.97it/s] 27/30 5.63G 0.745 0.7256 1.166 18 800: 13%|█▎ | 31/233 [00:07<00:50, 4.01it/s] 27/30 5.63G 0.7491 0.7275 1.165 21 800: 13%|█▎ | 31/233 [00:08<00:50, 4.01it/s] 27/30 5.63G 0.7491 0.7275 1.165 21 800: 14%|█▎ | 32/233 [00:08<00:50, 4.02it/s] 27/30 5.63G 0.7425 0.7229 1.157 17 800: 14%|█▎ | 32/233 [00:08<00:50, 4.02it/s] 27/30 5.63G 0.7425 0.7229 1.157 17 800: 14%|█▍ | 33/233 [00:08<00:50, 3.95it/s] 27/30 5.63G 0.7358 0.7134 1.152 16 800: 14%|█▍ | 33/233 [00:08<00:50, 3.95it/s] 27/30 5.63G 0.7358 0.7134 1.152 16 800: 15%|█▍ | 34/233 [00:08<00:50, 3.97it/s] 27/30 5.63G 0.7432 0.7158 1.156 23 800: 15%|█▍ | 34/233 [00:08<00:50, 3.97it/s] 27/30 5.63G 0.7432 0.7158 1.156 23 800: 15%|█▌ | 35/233 [00:08<00:49, 3.99it/s] 27/30 5.63G 0.7401 0.7113 1.156 18 800: 15%|█▌ | 35/233 [00:09<00:49, 3.99it/s] 27/30 5.63G 0.7401 0.7113 1.156 18 800: 15%|█▌ | 36/233 [00:09<00:49, 4.00it/s] 27/30 5.63G 0.7335 0.7058 1.151 19 800: 15%|█▌ | 36/233 [00:09<00:49, 4.00it/s] 27/30 5.63G 0.7335 0.7058 1.151 19 800: 16%|█▌ | 37/233 [00:09<00:49, 3.94it/s] 27/30 5.63G 0.7391 0.7086 1.156 18 800: 16%|█▌ | 37/233 [00:09<00:49, 3.94it/s] 27/30 5.63G 0.7391 0.7086 1.156 18 800: 16%|█▋ | 38/233 [00:09<00:49, 3.96it/s] 27/30 5.63G 0.7423 0.7074 1.156 23 800: 16%|█▋ | 38/233 [00:09<00:49, 3.96it/s] 27/30 5.63G 0.7423 0.7074 1.156 23 800: 17%|█▋ | 39/233 [00:09<00:48, 4.00it/s] 27/30 5.63G 0.7435 0.7077 1.158 20 800: 17%|█▋ | 39/233 [00:10<00:48, 4.00it/s] 27/30 5.63G 0.7435 0.7077 1.158 20 800: 17%|█▋ | 40/233 [00:10<00:47, 4.02it/s] 27/30 5.63G 0.7516 0.7122 1.172 21 800: 17%|█▋ | 40/233 [00:10<00:47, 4.02it/s] 27/30 5.63G 0.7516 0.7122 1.172 21 800: 18%|█▊ | 41/233 [00:10<00:49, 3.89it/s] 27/30 5.63G 0.7584 0.7208 1.173 24 800: 18%|█▊ | 41/233 [00:10<00:49, 3.89it/s] 27/30 5.63G 0.7584 0.7208 1.173 24 800: 18%|█▊ | 42/233 [00:10<00:48, 3.93it/s] 27/30 5.63G 0.7553 0.7192 1.17 21 800: 18%|█▊ | 42/233 [00:10<00:48, 3.93it/s] 27/30 5.63G 0.7553 0.7192 1.17 21 800: 18%|█▊ | 43/233 [00:10<00:47, 3.98it/s] 27/30 5.63G 0.7552 0.7204 1.17 20 800: 18%|█▊ | 43/233 [00:11<00:47, 3.98it/s] 27/30 5.63G 0.7552 0.7204 1.17 20 800: 19%|█▉ | 44/233 [00:11<00:47, 3.99it/s] 27/30 5.63G 0.7567 0.722 1.172 22 800: 19%|█▉ | 44/233 [00:11<00:47, 3.99it/s] 27/30 5.63G 0.7567 0.722 1.172 22 800: 19%|█▉ | 45/233 [00:11<00:48, 3.90it/s] 27/30 5.63G 0.7618 0.7208 1.177 22 800: 19%|█▉ | 45/233 [00:11<00:48, 3.90it/s] 27/30 5.63G 0.7618 0.7208 1.177 22 800: 20%|█▉ | 46/233 [00:11<00:47, 3.94it/s] 27/30 5.63G 0.7592 0.7186 1.174 17 800: 20%|█▉ | 46/233 [00:11<00:47, 3.94it/s] 27/30 5.63G 0.7592 0.7186 1.174 17 800: 20%|██ | 47/233 [00:11<00:47, 3.95it/s] 27/30 5.63G 0.7613 0.7203 1.174 25 800: 20%|██ | 47/233 [00:12<00:47, 3.95it/s] 27/30 5.63G 0.7613 0.7203 1.174 25 800: 21%|██ | 48/233 [00:12<00:46, 3.98it/s] 27/30 5.63G 0.7706 0.7319 1.181 30 800: 21%|██ | 48/233 [00:12<00:46, 3.98it/s] 27/30 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77%|███████▋ | 180/233 [00:45<00:13, 4.02it/s] 27/30 5.63G 0.77 0.7639 1.184 21 800: 77%|███████▋ | 180/233 [00:45<00:13, 4.02it/s] 27/30 5.63G 0.77 0.7639 1.184 21 800: 78%|███████▊ | 181/233 [00:45<00:13, 3.95it/s] 27/30 5.63G 0.7708 0.764 1.185 21 800: 78%|███████▊ | 181/233 [00:46<00:13, 3.95it/s] 27/30 5.63G 0.7708 0.764 1.185 21 800: 78%|███████▊ | 182/233 [00:46<00:12, 4.00it/s] 27/30 5.63G 0.77 0.7633 1.185 18 800: 78%|███████▊ | 182/233 [00:46<00:12, 4.00it/s] 27/30 5.63G 0.77 0.7633 1.185 18 800: 79%|███████▊ | 183/233 [00:46<00:12, 4.01it/s] 27/30 5.63G 0.7715 0.7636 1.187 21 800: 79%|███████▊ | 183/233 [00:46<00:12, 4.01it/s] 27/30 5.63G 0.7715 0.7636 1.187 21 800: 79%|███████▉ | 184/233 [00:46<00:12, 4.04it/s] 27/30 5.63G 0.7727 0.7646 1.188 24 800: 79%|███████▉ | 184/233 [00:46<00:12, 4.04it/s] 27/30 5.63G 0.7727 0.7646 1.188 24 800: 79%|███████▉ | 185/233 [00:46<00:12, 3.97it/s] 27/30 5.63G 0.772 0.7635 1.187 18 800: 79%|███████▉ | 185/233 [00:47<00:12, 3.97it/s] 27/30 5.63G 0.772 0.7635 1.187 18 800: 80%|███████▉ | 186/233 [00:47<00:11, 4.00it/s] 27/30 5.63G 0.771 0.7623 1.187 18 800: 80%|███████▉ | 186/233 [00:47<00:11, 4.00it/s] 27/30 5.63G 0.771 0.7623 1.187 18 800: 80%|████████ | 187/233 [00:47<00:11, 4.02it/s] 27/30 5.63G 0.7713 0.7618 1.187 20 800: 80%|████████ | 187/233 [00:47<00:11, 4.02it/s] 27/30 5.63G 0.7713 0.7618 1.187 20 800: 81%|████████ | 188/233 [00:47<00:11, 4.03it/s] 27/30 5.63G 0.7714 0.7631 1.187 23 800: 81%|████████ | 188/233 [00:47<00:11, 4.03it/s] 27/30 5.63G 0.7714 0.7631 1.187 23 800: 81%|████████ | 189/233 [00:47<00:11, 3.96it/s] 27/30 5.63G 0.7715 0.7639 1.187 17 800: 81%|████████ | 189/233 [00:48<00:11, 3.96it/s] 27/30 5.63G 0.7715 0.7639 1.187 17 800: 82%|████████▏ | 190/233 [00:48<00:10, 4.00it/s] 27/30 5.63G 0.7696 0.7626 1.186 16 800: 82%|████████▏ | 190/233 [00:48<00:10, 4.00it/s] 27/30 5.63G 0.7696 0.7626 1.186 16 800: 82%|████████▏ | 191/233 [00:48<00:10, 4.00it/s] 27/30 5.63G 0.7699 0.7626 1.186 26 800: 82%|████████▏ | 191/233 [00:48<00:10, 4.00it/s] 27/30 5.63G 0.7699 0.7626 1.186 26 800: 82%|████████▏ | 192/233 [00:48<00:10, 4.02it/s] 27/30 5.63G 0.7705 0.764 1.186 34 800: 82%|████████▏ | 192/233 [00:48<00:10, 4.02it/s] 27/30 5.63G 0.7705 0.764 1.186 34 800: 83%|████████▎ | 193/233 [00:48<00:10, 3.94it/s] 27/30 5.63G 0.7714 0.7653 1.186 25 800: 83%|████████▎ | 193/233 [00:49<00:10, 3.94it/s] 27/30 5.63G 0.7714 0.7653 1.186 25 800: 83%|████████▎ | 194/233 [00:49<00:09, 3.97it/s] 27/30 5.63G 0.7707 0.7645 1.186 20 800: 83%|████████▎ | 194/233 [00:49<00:09, 3.97it/s] 27/30 5.63G 0.7707 0.7645 1.186 20 800: 84%|████████▎ | 195/233 [00:49<00:09, 4.00it/s] 27/30 5.63G 0.7713 0.7649 1.186 21 800: 84%|████████▎ | 195/233 [00:49<00:09, 4.00it/s] 27/30 5.63G 0.7713 0.7649 1.186 21 800: 84%|████████▍ | 196/233 [00:49<00:09, 4.01it/s] 27/30 5.63G 0.772 0.7663 1.187 25 800: 84%|████████▍ | 196/233 [00:49<00:09, 4.01it/s] 27/30 5.63G 0.772 0.7663 1.187 25 800: 85%|████████▍ | 197/233 [00:49<00:09, 3.94it/s] 27/30 5.63G 0.7728 0.7674 1.187 24 800: 85%|████████▍ | 197/233 [00:50<00:09, 3.94it/s] 27/30 5.63G 0.7728 0.7674 1.187 24 800: 85%|████████▍ | 198/233 [00:50<00:08, 3.97it/s] 27/30 5.63G 0.7718 0.7663 1.186 19 800: 85%|████████▍ | 198/233 [00:50<00:08, 3.97it/s] 27/30 5.63G 0.7718 0.7663 1.186 19 800: 85%|████████▌ | 199/233 [00:50<00:08, 3.99it/s] 27/30 5.63G 0.7713 0.7655 1.186 19 800: 85%|████████▌ | 199/233 [00:50<00:08, 3.99it/s] 27/30 5.63G 0.7713 0.7655 1.186 19 800: 86%|████████▌ | 200/233 [00:50<00:08, 4.01it/s] 27/30 5.63G 0.7715 0.7658 1.186 21 800: 86%|████████▌ | 200/233 [00:50<00:08, 4.01it/s] 27/30 5.63G 0.7715 0.7658 1.186 21 800: 86%|████████▋ | 201/233 [00:50<00:08, 3.94it/s] 27/30 5.63G 0.7706 0.7647 1.186 16 800: 86%|████████▋ | 201/233 [00:51<00:08, 3.94it/s] 27/30 5.63G 0.7706 0.7647 1.186 16 800: 87%|████████▋ | 202/233 [00:51<00:07, 3.98it/s] 27/30 5.63G 0.773 0.7661 1.187 25 800: 87%|████████▋ | 202/233 [00:51<00:07, 3.98it/s] 27/30 5.63G 0.773 0.7661 1.187 25 800: 87%|████████▋ | 203/233 [00:51<00:07, 3.97it/s] 27/30 5.63G 0.7732 0.7652 1.187 16 800: 87%|████████▋ | 203/233 [00:51<00:07, 3.97it/s] 27/30 5.63G 0.7732 0.7652 1.187 16 800: 88%|████████▊ | 204/233 [00:51<00:07, 4.00it/s] 27/30 5.63G 0.7749 0.7665 1.188 26 800: 88%|████████▊ | 204/233 [00:51<00:07, 4.00it/s] 27/30 5.63G 0.7749 0.7665 1.188 26 800: 88%|████████▊ | 205/233 [00:51<00:07, 3.93it/s] 27/30 5.63G 0.7751 0.7662 1.189 19 800: 88%|████████▊ | 205/233 [00:52<00:07, 3.93it/s] 27/30 5.63G 0.7751 0.7662 1.189 19 800: 88%|████████▊ | 206/233 [00:52<00:06, 3.96it/s] 27/30 5.63G 0.7753 0.7662 1.189 18 800: 88%|████████▊ | 206/233 [00:52<00:06, 3.96it/s] 27/30 5.63G 0.7753 0.7662 1.189 18 800: 89%|████████▉ | 207/233 [00:52<00:06, 3.99it/s] 27/30 5.63G 0.7754 0.7672 1.189 20 800: 89%|████████▉ | 207/233 [00:52<00:06, 3.99it/s] 27/30 5.63G 0.7754 0.7672 1.189 20 800: 89%|████████▉ | 208/233 [00:52<00:06, 4.01it/s] 27/30 5.63G 0.7765 0.7689 1.19 21 800: 89%|████████▉ | 208/233 [00:52<00:06, 4.01it/s] 27/30 5.63G 0.7765 0.7689 1.19 21 800: 90%|████████▉ | 209/233 [00:52<00:06, 3.94it/s] 27/30 5.63G 0.7765 0.7689 1.189 24 800: 90%|████████▉ | 209/233 [00:53<00:06, 3.94it/s] 27/30 5.63G 0.7765 0.7689 1.189 24 800: 90%|█████████ | 210/233 [00:53<00:05, 3.97it/s] 27/30 5.63G 0.7772 0.769 1.19 19 800: 90%|█████████ | 210/233 [00:53<00:05, 3.97it/s] 27/30 5.63G 0.7772 0.769 1.19 19 800: 91%|█████████ | 211/233 [00:53<00:05, 3.99it/s] 27/30 5.63G 0.7769 0.769 1.189 19 800: 91%|█████████ | 211/233 [00:53<00:05, 3.99it/s] 27/30 5.63G 0.7769 0.769 1.189 19 800: 91%|█████████ | 212/233 [00:53<00:05, 4.00it/s] 27/30 5.63G 0.7776 0.7702 1.189 22 800: 91%|█████████ | 212/233 [00:53<00:05, 4.00it/s] 27/30 5.63G 0.7776 0.7702 1.189 22 800: 91%|█████████▏| 213/233 [00:53<00:05, 3.94it/s] 27/30 5.63G 0.7776 0.7702 1.189 19 800: 91%|█████████▏| 213/233 [00:54<00:05, 3.94it/s] 27/30 5.63G 0.7776 0.7702 1.189 19 800: 92%|█████████▏| 214/233 [00:54<00:04, 3.96it/s] 27/30 5.63G 0.7779 0.7702 1.189 17 800: 92%|█████████▏| 214/233 [00:54<00:04, 3.96it/s] 27/30 5.63G 0.7779 0.7702 1.189 17 800: 92%|█████████▏| 215/233 [00:54<00:04, 3.99it/s] 27/30 5.63G 0.7773 0.7696 1.188 19 800: 92%|█████████▏| 215/233 [00:54<00:04, 3.99it/s] 27/30 5.63G 0.7773 0.7696 1.188 19 800: 93%|█████████▎| 216/233 [00:54<00:04, 4.01it/s] 27/30 5.63G 0.778 0.771 1.189 29 800: 93%|█████████▎| 216/233 [00:54<00:04, 4.01it/s] 27/30 5.63G 0.778 0.771 1.189 29 800: 93%|█████████▎| 217/233 [00:54<00:04, 3.97it/s] 27/30 5.63G 0.7783 0.7704 1.189 19 800: 93%|█████████▎| 217/233 [00:55<00:04, 3.97it/s] 27/30 5.63G 0.7783 0.7704 1.189 19 800: 94%|█████████▎| 218/233 [00:55<00:03, 4.00it/s] 27/30 5.63G 0.7781 0.7699 1.188 19 800: 94%|█████████▎| 218/233 [00:55<00:03, 4.00it/s] 27/30 5.63G 0.7781 0.7699 1.188 19 800: 94%|█████████▍| 219/233 [00:55<00:03, 4.03it/s] 27/30 5.63G 0.7777 0.7689 1.188 18 800: 94%|█████████▍| 219/233 [00:55<00:03, 4.03it/s] 27/30 5.63G 0.7777 0.7689 1.188 18 800: 94%|█████████▍| 220/233 [00:55<00:03, 4.04it/s] 27/30 5.63G 0.7782 0.7688 1.188 20 800: 94%|█████████▍| 220/233 [00:55<00:03, 4.04it/s] 27/30 5.63G 0.7782 0.7688 1.188 20 800: 95%|█████████▍| 221/233 [00:55<00:03, 3.96it/s] 27/30 5.63G 0.778 0.7682 1.188 17 800: 95%|█████████▍| 221/233 [00:56<00:03, 3.96it/s] 27/30 5.63G 0.778 0.7682 1.188 17 800: 95%|█████████▌| 222/233 [00:56<00:02, 3.99it/s] 27/30 5.63G 0.7784 0.7693 1.188 22 800: 95%|█████████▌| 222/233 [00:56<00:02, 3.99it/s] 27/30 5.63G 0.7784 0.7693 1.188 22 800: 96%|█████████▌| 223/233 [00:56<00:02, 4.02it/s] 27/30 5.63G 0.7791 0.771 1.188 37 800: 96%|█████████▌| 223/233 [00:56<00:02, 4.02it/s] 27/30 5.63G 0.7791 0.771 1.188 37 800: 96%|█████████▌| 224/233 [00:56<00:02, 4.03it/s] 27/30 5.63G 0.7803 0.7713 1.189 24 800: 96%|█████████▌| 224/233 [00:56<00:02, 4.03it/s] 27/30 5.63G 0.7803 0.7713 1.189 24 800: 97%|█████████▋| 225/233 [00:56<00:02, 3.96it/s] 27/30 5.63G 0.7801 0.7712 1.189 22 800: 97%|█████████▋| 225/233 [00:57<00:02, 3.96it/s] 27/30 5.63G 0.7801 0.7712 1.189 22 800: 97%|█████████▋| 226/233 [00:57<00:01, 4.00it/s] 27/30 5.63G 0.7791 0.7699 1.188 18 800: 97%|█████████▋| 226/233 [00:57<00:01, 4.00it/s] 27/30 5.63G 0.7791 0.7699 1.188 18 800: 97%|█████████▋| 227/233 [00:57<00:01, 4.00it/s] 27/30 5.63G 0.7795 0.7696 1.188 17 800: 97%|█████████▋| 227/233 [00:57<00:01, 4.00it/s] 27/30 5.63G 0.7795 0.7696 1.188 17 800: 98%|█████████▊| 228/233 [00:57<00:01, 4.01it/s] 27/30 5.63G 0.7807 0.7718 1.189 26 800: 98%|█████████▊| 228/233 [00:57<00:01, 4.01it/s] 27/30 5.63G 0.7807 0.7718 1.189 26 800: 98%|█████████▊| 229/233 [00:57<00:01, 3.93it/s] 27/30 5.63G 0.7805 0.771 1.188 22 800: 98%|█████████▊| 229/233 [00:58<00:01, 3.93it/s] 27/30 5.63G 0.7805 0.771 1.188 22 800: 99%|█████████▊| 230/233 [00:58<00:00, 3.97it/s] 27/30 5.63G 0.7802 0.7709 1.188 21 800: 99%|█████████▊| 230/233 [00:58<00:00, 3.97it/s] 27/30 5.63G 0.7802 0.7709 1.188 21 800: 99%|█████████▉| 231/233 [00:58<00:00, 3.99it/s] 27/30 5.63G 0.7791 0.7694 1.187 17 800: 99%|█████████▉| 231/233 [00:58<00:00, 3.99it/s] 27/30 5.63G 0.7791 0.7694 1.187 17 800: 100%|█████████▉| 232/233 [00:58<00:00, 4.00it/s] 27/30 6.22G 0.7791 0.7683 1.187 5 800: 100%|█████████▉| 232/233 [00:58<00:00, 4.00it/s] 27/30 6.22G 0.7791 0.7683 1.187 5 800: 100%|██████████| 233/233 [00:58<00:00, 4.79it/s] 27/30 6.22G 0.7791 0.7683 1.187 5 800: 100%|██████████| 233/233 [00:58<00:00, 3.96it/s] Class Images Instances Box(P R mAP50 mAP50-95): 0%| | 0/7 [00:00<?, ?it/s] Class Images Instances Box(P R mAP50 mAP50-95): 14%|█▍ | 1/7 [00:00<00:01, 4.56it/s] Class Images Instances Box(P R mAP50 mAP50-95): 29%|██▊ | 2/7 [00:00<00:01, 4.57it/s] Class Images Instances Box(P R mAP50 mAP50-95): 43%|████▎ | 3/7 [00:00<00:00, 4.61it/s] Class Images Instances Box(P R mAP50 mAP50-95): 57%|█████▋ | 4/7 [00:00<00:00, 4.63it/s] Class Images Instances Box(P R mAP50 mAP50-95): 71%|███████▏ | 5/7 [00:01<00:00, 4.63it/s] Class Images Instances Box(P R mAP50 mAP50-95): 86%|████████▌ | 6/7 [00:01<00:00, 4.70it/s] Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 7/7 [00:01<00:00, 5.18it/s] all 200 249 0.866 0.699 0.806 0.595 Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size 0%| | 0/233 [00:00<?, ?it/s] 28/30 5.6G 0.9595 0.7891 1.14 25 800: 0%| | 0/233 [00:00<?, ?it/s] 28/30 5.6G 0.9595 0.7891 1.14 25 800: 0%| | 1/233 [00:00<01:06, 3.50it/s] 28/30 5.62G 0.7831 0.7329 1.147 21 800: 0%| | 1/233 [00:00<01:06, 3.50it/s] 28/30 5.62G 0.7831 0.7329 1.147 21 800: 1%| | 2/233 [00:00<01:00, 3.81it/s] 28/30 5.62G 0.7283 0.6865 1.139 18 800: 1%| | 2/233 [00:00<01:00, 3.81it/s] 28/30 5.62G 0.7283 0.6865 1.139 18 800: 1%|▏ | 3/233 [00:00<00:58, 3.92it/s] 28/30 5.63G 0.6874 0.647 1.099 19 800: 1%|▏ | 3/233 [00:01<00:58, 3.92it/s] 28/30 5.63G 0.6874 0.647 1.099 19 800: 2%|▏ | 4/233 [00:01<00:59, 3.87it/s] 28/30 5.63G 0.6959 0.6803 1.112 22 800: 2%|▏ | 4/233 [00:01<00:59, 3.87it/s] 28/30 5.63G 0.6959 0.6803 1.112 22 800: 2%|▏ | 5/233 [00:01<00:57, 3.95it/s] 28/30 5.63G 0.7058 0.6685 1.125 19 800: 2%|▏ | 5/233 [00:01<00:57, 3.95it/s] 28/30 5.63G 0.7058 0.6685 1.125 19 800: 3%|▎ | 6/233 [00:01<00:56, 3.99it/s] 28/30 5.63G 0.7206 0.6575 1.128 18 800: 3%|▎ | 6/233 [00:01<00:56, 3.99it/s] 28/30 5.63G 0.7206 0.6575 1.128 18 800: 3%|▎ | 7/233 [00:01<00:56, 4.01it/s] 28/30 5.63G 0.7222 0.6563 1.117 23 800: 3%|▎ | 7/233 [00:02<00:56, 4.01it/s] 28/30 5.63G 0.7222 0.6563 1.117 23 800: 3%|▎ | 8/233 [00:02<00:57, 3.95it/s] 28/30 5.63G 0.7547 0.6789 1.126 23 800: 3%|▎ | 8/233 [00:02<00:57, 3.95it/s] 28/30 5.63G 0.7547 0.6789 1.126 23 800: 4%|▍ | 9/233 [00:02<00:56, 3.99it/s] 28/30 5.63G 0.7336 0.6635 1.115 19 800: 4%|▍ | 9/233 [00:02<00:56, 3.99it/s] 28/30 5.63G 0.7336 0.6635 1.115 19 800: 4%|▍ | 10/233 [00:02<00:55, 4.01it/s] 28/30 5.63G 0.7644 0.6937 1.124 28 800: 4%|▍ | 10/233 [00:02<00:55, 4.01it/s] 28/30 5.63G 0.7644 0.6937 1.124 28 800: 5%|▍ | 11/233 [00:02<00:55, 4.02it/s] 28/30 5.63G 0.7727 0.6994 1.126 21 800: 5%|▍ | 11/233 [00:03<00:55, 4.02it/s] 28/30 5.63G 0.7727 0.6994 1.126 21 800: 5%|▌ | 12/233 [00:03<00:56, 3.94it/s] 28/30 5.63G 0.785 0.7076 1.134 22 800: 5%|▌ | 12/233 [00:03<00:56, 3.94it/s] 28/30 5.63G 0.785 0.7076 1.134 22 800: 6%|▌ | 13/233 [00:03<00:55, 3.98it/s] 28/30 5.63G 0.7721 0.7038 1.132 16 800: 6%|▌ | 13/233 [00:03<00:55, 3.98it/s] 28/30 5.63G 0.7721 0.7038 1.132 16 800: 6%|▌ | 14/233 [00:03<00:54, 4.01it/s] 28/30 5.63G 0.7644 0.7049 1.126 22 800: 6%|▌ | 14/233 [00:03<00:54, 4.01it/s] 28/30 5.63G 0.7644 0.7049 1.126 22 800: 6%|▋ | 15/233 [00:03<00:54, 4.02it/s] 28/30 5.63G 0.7578 0.7166 1.13 20 800: 6%|▋ | 15/233 [00:04<00:54, 4.02it/s] 28/30 5.63G 0.7578 0.7166 1.13 20 800: 7%|▋ | 16/233 [00:04<00:54, 3.95it/s] 28/30 5.63G 0.7448 0.7053 1.123 18 800: 7%|▋ | 16/233 [00:04<00:54, 3.95it/s] 28/30 5.63G 0.7448 0.7053 1.123 18 800: 7%|▋ | 17/233 [00:04<00:54, 3.98it/s] 28/30 5.63G 0.7626 0.7314 1.126 33 800: 7%|▋ | 17/233 [00:04<00:54, 3.98it/s] 28/30 5.63G 0.7626 0.7314 1.126 33 800: 8%|▊ | 18/233 [00:04<00:53, 4.00it/s] 28/30 5.63G 0.7606 0.7338 1.125 20 800: 8%|▊ | 18/233 [00:04<00:53, 4.00it/s] 28/30 5.63G 0.7606 0.7338 1.125 20 800: 8%|▊ | 19/233 [00:04<00:53, 4.02it/s] 28/30 5.63G 0.7732 0.7522 1.142 21 800: 8%|▊ | 19/233 [00:05<00:53, 4.02it/s] 28/30 5.63G 0.7732 0.7522 1.142 21 800: 9%|▊ | 20/233 [00:05<00:54, 3.93it/s] 28/30 5.63G 0.7788 0.7618 1.149 23 800: 9%|▊ | 20/233 [00:05<00:54, 3.93it/s] 28/30 5.63G 0.7788 0.7618 1.149 23 800: 9%|▉ | 21/233 [00:05<00:53, 3.97it/s] 28/30 5.63G 0.784 0.7852 1.152 25 800: 9%|▉ | 21/233 [00:05<00:53, 3.97it/s] 28/30 5.63G 0.784 0.7852 1.152 25 800: 9%|▉ | 22/233 [00:05<00:52, 3.99it/s] 28/30 5.63G 0.7842 0.7858 1.158 23 800: 9%|▉ | 22/233 [00:05<00:52, 3.99it/s] 28/30 5.63G 0.7842 0.7858 1.158 23 800: 10%|▉ | 23/233 [00:05<00:52, 4.01it/s] 28/30 5.63G 0.793 0.7872 1.168 22 800: 10%|▉ | 23/233 [00:06<00:52, 4.01it/s] 28/30 5.63G 0.793 0.7872 1.168 22 800: 10%|█ | 24/233 [00:06<00:53, 3.93it/s] 28/30 5.63G 0.7934 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| 104/233 [00:26<00:32, 3.95it/s] 28/30 5.63G 0.7753 0.7698 1.177 18 800: 45%|████▌ | 105/233 [00:26<00:32, 3.92it/s] 28/30 5.63G 0.7742 0.7691 1.176 18 800: 45%|████▌ | 105/233 [00:27<00:32, 3.92it/s] 28/30 5.63G 0.7742 0.7691 1.176 18 800: 45%|████▌ | 106/233 [00:27<00:32, 3.96it/s] 28/30 5.63G 0.7723 0.7675 1.175 18 800: 45%|████▌ | 106/233 [00:27<00:32, 3.96it/s] 28/30 5.63G 0.7723 0.7675 1.175 18 800: 46%|████▌ | 107/233 [00:27<00:31, 3.98it/s] 28/30 5.63G 0.773 0.7681 1.176 22 800: 46%|████▌ | 107/233 [00:27<00:31, 3.98it/s] 28/30 5.63G 0.773 0.7681 1.176 22 800: 46%|████▋ | 108/233 [00:27<00:31, 3.93it/s] 28/30 5.63G 0.7713 0.7653 1.176 17 800: 46%|████▋ | 108/233 [00:27<00:31, 3.93it/s] 28/30 5.63G 0.7713 0.7653 1.176 17 800: 47%|████▋ | 109/233 [00:27<00:31, 3.97it/s] 28/30 5.63G 0.7717 0.7646 1.177 18 800: 47%|████▋ | 109/233 [00:28<00:31, 3.97it/s] 28/30 5.63G 0.7717 0.7646 1.177 18 800: 47%|████▋ | 110/233 [00:28<00:30, 4.00it/s] 28/30 5.63G 0.7709 0.7628 1.177 22 800: 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0.774 0.7521 1.176 22 800: 75%|███████▌ | 175/233 [00:45<00:16, 3.61it/s] 28/30 5.63G 0.7735 0.7511 1.176 20 800: 75%|███████▌ | 175/233 [00:45<00:16, 3.61it/s] 28/30 5.63G 0.7735 0.7511 1.176 20 800: 76%|███████▌ | 176/233 [00:45<00:16, 3.52it/s] 28/30 5.63G 0.7733 0.7506 1.175 21 800: 76%|███████▌ | 176/233 [00:45<00:16, 3.52it/s] 28/30 5.63G 0.7733 0.7506 1.175 21 800: 76%|███████▌ | 177/233 [00:45<00:15, 3.66it/s] 28/30 5.63G 0.7731 0.7499 1.175 22 800: 76%|███████▌ | 177/233 [00:46<00:15, 3.66it/s] 28/30 5.63G 0.7731 0.7499 1.175 22 800: 76%|███████▋ | 178/233 [00:46<00:15, 3.63it/s] 28/30 5.63G 0.773 0.75 1.175 22 800: 76%|███████▋ | 178/233 [00:46<00:15, 3.63it/s] 28/30 5.63G 0.773 0.75 1.175 22 800: 77%|███████▋ | 179/233 [00:46<00:14, 3.62it/s] 28/30 5.63G 0.7747 0.7521 1.177 35 800: 77%|███████▋ | 179/233 [00:46<00:14, 3.62it/s] 28/30 5.63G 0.7747 0.7521 1.177 35 800: 77%|███████▋ | 180/233 [00:46<00:14, 3.63it/s] 28/30 5.63G 0.7733 0.7511 1.176 20 800: 77%|███████▋ | 180/233 [00:46<00:14, 3.63it/s] 28/30 5.63G 0.7733 0.7511 1.176 20 800: 78%|███████▊ | 181/233 [00:46<00:14, 3.68it/s] 28/30 5.63G 0.772 0.7507 1.175 17 800: 78%|███████▊ | 181/233 [00:47<00:14, 3.68it/s] 28/30 5.63G 0.772 0.7507 1.175 17 800: 78%|███████▊ | 182/233 [00:47<00:14, 3.64it/s] 28/30 5.63G 0.7714 0.75 1.174 19 800: 78%|███████▊ | 182/233 [00:47<00:14, 3.64it/s] 28/30 5.63G 0.7714 0.75 1.174 19 800: 79%|███████▊ | 183/233 [00:47<00:13, 3.72it/s] 28/30 5.63G 0.7719 0.7501 1.175 22 800: 79%|███████▊ | 183/233 [00:47<00:13, 3.72it/s] 28/30 5.63G 0.7719 0.7501 1.175 22 800: 79%|███████▉ | 184/233 [00:47<00:13, 3.74it/s] 28/30 5.63G 0.7739 0.7522 1.177 25 800: 79%|███████▉ | 184/233 [00:48<00:13, 3.74it/s] 28/30 5.63G 0.7739 0.7522 1.177 25 800: 79%|███████▉ | 185/233 [00:48<00:12, 3.83it/s] 28/30 5.63G 0.7731 0.7518 1.176 20 800: 79%|███████▉ | 185/233 [00:48<00:12, 3.83it/s] 28/30 5.63G 0.7731 0.7518 1.176 20 800: 80%|███████▉ | 186/233 [00:48<00:12, 3.71it/s] 28/30 5.63G 0.7727 0.7512 1.176 20 800: 80%|███████▉ | 186/233 [00:48<00:12, 3.71it/s] 28/30 5.63G 0.7727 0.7512 1.176 20 800: 80%|████████ | 187/233 [00:48<00:12, 3.67it/s] 28/30 5.63G 0.7737 0.7509 1.176 19 800: 80%|████████ | 187/233 [00:48<00:12, 3.67it/s] 28/30 5.63G 0.7737 0.7509 1.176 19 800: 81%|████████ | 188/233 [00:48<00:12, 3.69it/s] 28/30 5.63G 0.7733 0.7502 1.177 20 800: 81%|████████ | 188/233 [00:49<00:12, 3.69it/s] 28/30 5.63G 0.7733 0.7502 1.177 20 800: 81%|████████ | 189/233 [00:49<00:11, 3.79it/s] 28/30 5.63G 0.7737 0.7514 1.177 21 800: 81%|████████ | 189/233 [00:49<00:11, 3.79it/s] 28/30 5.63G 0.7737 0.7514 1.177 21 800: 82%|████████▏ | 190/233 [00:49<00:11, 3.86it/s] 28/30 5.63G 0.7735 0.751 1.177 20 800: 82%|████████▏ | 190/233 [00:49<00:11, 3.86it/s] 28/30 5.63G 0.7735 0.751 1.177 20 800: 82%|████████▏ | 191/233 [00:49<00:10, 3.92it/s] 28/30 5.63G 0.7729 0.7501 1.176 18 800: 82%|████████▏ | 191/233 [00:49<00:10, 3.92it/s] 28/30 5.63G 0.7729 0.7501 1.176 18 800: 82%|████████▏ | 192/233 [00:49<00:10, 3.86it/s] 28/30 5.63G 0.7729 0.7499 1.176 20 800: 82%|████████▏ | 192/233 [00:50<00:10, 3.86it/s] 28/30 5.63G 0.7729 0.7499 1.176 20 800: 83%|████████▎ | 193/233 [00:50<00:10, 3.84it/s] 28/30 5.63G 0.773 0.7488 1.176 19 800: 83%|████████▎ | 193/233 [00:50<00:10, 3.84it/s] 28/30 5.63G 0.773 0.7488 1.176 19 800: 83%|████████▎ | 194/233 [00:50<00:10, 3.75it/s] 28/30 5.63G 0.7729 0.7485 1.175 26 800: 83%|████████▎ | 194/233 [00:50<00:10, 3.75it/s] 28/30 5.63G 0.7729 0.7485 1.175 26 800: 84%|████████▎ | 195/233 [00:50<00:10, 3.80it/s] 28/30 5.63G 0.772 0.7483 1.175 19 800: 84%|████████▎ | 195/233 [00:50<00:10, 3.80it/s] 28/30 5.63G 0.772 0.7483 1.175 19 800: 84%|████████▍ | 196/233 [00:50<00:09, 3.79it/s] 28/30 5.63G 0.7731 0.7498 1.176 23 800: 84%|████████▍ | 196/233 [00:51<00:09, 3.79it/s] 28/30 5.63G 0.7731 0.7498 1.176 23 800: 85%|████████▍ | 197/233 [00:51<00:09, 3.87it/s] 28/30 5.63G 0.7727 0.7483 1.175 17 800: 85%|████████▍ | 197/233 [00:51<00:09, 3.87it/s] 28/30 5.63G 0.7727 0.7483 1.175 17 800: 85%|████████▍ | 198/233 [00:51<00:09, 3.85it/s] 28/30 5.63G 0.7718 0.747 1.174 18 800: 85%|████████▍ | 198/233 [00:51<00:09, 3.85it/s] 28/30 5.63G 0.7718 0.747 1.174 18 800: 85%|████████▌ | 199/233 [00:51<00:09, 3.76it/s] 28/30 5.63G 0.7733 0.7482 1.175 19 800: 85%|████████▌ | 199/233 [00:52<00:09, 3.76it/s] 28/30 5.63G 0.7733 0.7482 1.175 19 800: 86%|████████▌ | 200/233 [00:52<00:09, 3.54it/s] 28/30 5.63G 0.7723 0.747 1.174 17 800: 86%|████████▌ | 200/233 [00:52<00:09, 3.54it/s] 28/30 5.63G 0.7723 0.747 1.174 17 800: 86%|████████▋ | 201/233 [00:52<00:08, 3.56it/s] 28/30 5.63G 0.7717 0.7474 1.173 21 800: 86%|████████▋ | 201/233 [00:52<00:08, 3.56it/s] 28/30 5.63G 0.7717 0.7474 1.173 21 800: 87%|████████▋ | 202/233 [00:52<00:08, 3.56it/s] 28/30 5.63G 0.7711 0.7459 1.173 19 800: 87%|████████▋ | 202/233 [00:52<00:08, 3.56it/s] 28/30 5.63G 0.7711 0.7459 1.173 19 800: 87%|████████▋ | 203/233 [00:52<00:08, 3.54it/s] 28/30 5.63G 0.7716 0.7469 1.173 24 800: 87%|████████▋ | 203/233 [00:53<00:08, 3.54it/s] 28/30 5.63G 0.7716 0.7469 1.173 24 800: 88%|████████▊ | 204/233 [00:53<00:08, 3.43it/s] 28/30 5.63G 0.772 0.7477 1.173 23 800: 88%|████████▊ | 204/233 [00:53<00:08, 3.43it/s] 28/30 5.63G 0.772 0.7477 1.173 23 800: 88%|████████▊ | 205/233 [00:53<00:07, 3.56it/s] 28/30 5.63G 0.7725 0.7475 1.173 18 800: 88%|████████▊ | 205/233 [00:53<00:07, 3.56it/s] 28/30 5.63G 0.7725 0.7475 1.173 18 800: 88%|████████▊ | 206/233 [00:53<00:07, 3.69it/s] 28/30 5.63G 0.7713 0.7463 1.172 20 800: 88%|████████▊ | 206/233 [00:53<00:07, 3.69it/s] 28/30 5.63G 0.7713 0.7463 1.172 20 800: 89%|████████▉ | 207/233 [00:53<00:06, 3.79it/s] 28/30 5.63G 0.7715 0.7473 1.172 25 800: 89%|████████▉ | 207/233 [00:54<00:06, 3.79it/s] 28/30 5.63G 0.7715 0.7473 1.172 25 800: 89%|████████▉ | 208/233 [00:54<00:06, 3.78it/s] 28/30 5.63G 0.77 0.7458 1.171 18 800: 89%|████████▉ | 208/233 [00:54<00:06, 3.78it/s] 28/30 5.63G 0.77 0.7458 1.171 18 800: 90%|████████▉ | 209/233 [00:54<00:06, 3.86it/s] 28/30 5.63G 0.77 0.7465 1.172 21 800: 90%|████████▉ | 209/233 [00:54<00:06, 3.86it/s] 28/30 5.63G 0.77 0.7465 1.172 21 800: 90%|█████████ | 210/233 [00:54<00:05, 3.92it/s] 28/30 5.63G 0.7696 0.7456 1.172 19 800: 90%|█████████ | 210/233 [00:54<00:05, 3.92it/s] 28/30 5.63G 0.7696 0.7456 1.172 19 800: 91%|█████████ | 211/233 [00:54<00:05, 3.97it/s] 28/30 5.63G 0.7694 0.7447 1.173 17 800: 91%|█████████ | 211/233 [00:55<00:05, 3.97it/s] 28/30 5.63G 0.7694 0.7447 1.173 17 800: 91%|█████████ | 212/233 [00:55<00:05, 3.92it/s] 28/30 5.63G 0.7692 0.7435 1.172 18 800: 91%|█████████ | 212/233 [00:55<00:05, 3.92it/s] 28/30 5.63G 0.7692 0.7435 1.172 18 800: 91%|█████████▏| 213/233 [00:55<00:05, 3.95it/s] 28/30 5.63G 0.7695 0.7446 1.173 22 800: 91%|█████████▏| 213/233 [00:55<00:05, 3.95it/s] 28/30 5.63G 0.7695 0.7446 1.173 22 800: 92%|█████████▏| 214/233 [00:55<00:04, 3.95it/s] 28/30 5.63G 0.7683 0.7439 1.172 17 800: 92%|█████████▏| 214/233 [00:55<00:04, 3.95it/s] 28/30 5.63G 0.7683 0.7439 1.172 17 800: 92%|█████████▏| 215/233 [00:55<00:04, 3.88it/s] 28/30 5.63G 0.7681 0.7436 1.172 20 800: 92%|█████████▏| 215/233 [00:56<00:04, 3.88it/s] 28/30 5.63G 0.7681 0.7436 1.172 20 800: 93%|█████████▎| 216/233 [00:56<00:04, 3.84it/s] 28/30 5.63G 0.768 0.7435 1.171 18 800: 93%|█████████▎| 216/233 [00:56<00:04, 3.84it/s] 28/30 5.63G 0.768 0.7435 1.171 18 800: 93%|█████████▎| 217/233 [00:56<00:04, 3.81it/s] 28/30 5.63G 0.7679 0.7437 1.171 22 800: 93%|█████████▎| 217/233 [00:56<00:04, 3.81it/s] 28/30 5.63G 0.7679 0.7437 1.171 22 800: 94%|█████████▎| 218/233 [00:56<00:04, 3.73it/s] 28/30 5.63G 0.7675 0.7429 1.171 20 800: 94%|█████████▎| 218/233 [00:57<00:04, 3.73it/s] 28/30 5.63G 0.7675 0.7429 1.171 20 800: 94%|█████████▍| 219/233 [00:57<00:03, 3.75it/s] 28/30 5.63G 0.7678 0.7429 1.172 25 800: 94%|█████████▍| 219/233 [00:57<00:03, 3.75it/s] 28/30 5.63G 0.7678 0.7429 1.172 25 800: 94%|█████████▍| 220/233 [00:57<00:03, 3.76it/s] 28/30 5.63G 0.7684 0.7435 1.172 20 800: 94%|█████████▍| 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28/30 5.63G 0.7675 0.7426 1.174 18 800: 97%|█████████▋| 226/233 [00:59<00:01, 3.96it/s] 28/30 5.63G 0.7675 0.7426 1.174 18 800: 97%|█████████▋| 227/233 [00:59<00:01, 3.91it/s] 28/30 5.63G 0.7667 0.7415 1.174 17 800: 97%|█████████▋| 227/233 [00:59<00:01, 3.91it/s] 28/30 5.63G 0.7667 0.7415 1.174 17 800: 98%|█████████▊| 228/233 [00:59<00:01, 3.71it/s] 28/30 5.63G 0.7656 0.7406 1.173 17 800: 98%|█████████▊| 228/233 [00:59<00:01, 3.71it/s] 28/30 5.63G 0.7656 0.7406 1.173 17 800: 98%|█████████▊| 229/233 [00:59<00:01, 3.69it/s] 28/30 5.63G 0.7656 0.7403 1.173 24 800: 98%|█████████▊| 229/233 [00:59<00:01, 3.69it/s] 28/30 5.63G 0.7656 0.7403 1.173 24 800: 99%|█████████▊| 230/233 [00:59<00:00, 3.71it/s] 28/30 5.63G 0.766 0.7401 1.175 21 800: 99%|█████████▊| 230/233 [01:00<00:00, 3.71it/s] 28/30 5.63G 0.766 0.7401 1.175 21 800: 99%|█████████▉| 231/233 [01:00<00:00, 3.77it/s] 28/30 5.63G 0.7659 0.7407 1.175 19 800: 99%|█████████▉| 231/233 [01:00<00:00, 3.77it/s] 28/30 5.63G 0.7659 0.7407 1.175 19 800: 100%|█████████▉| 232/233 [01:00<00:00, 3.75it/s] 28/30 6.22G 0.7646 0.7394 1.174 6 800: 100%|█████████▉| 232/233 [01:00<00:00, 3.75it/s] 28/30 6.22G 0.7646 0.7394 1.174 6 800: 100%|██████████| 233/233 [01:00<00:00, 4.53it/s] 28/30 6.22G 0.7646 0.7394 1.174 6 800: 100%|██████████| 233/233 [01:00<00:00, 3.85it/s] Class Images Instances Box(P R mAP50 mAP50-95): 0%| | 0/7 [00:00<?, ?it/s] Class Images Instances Box(P R mAP50 mAP50-95): 14%|█▍ | 1/7 [00:00<00:01, 4.23it/s] Class Images Instances Box(P R mAP50 mAP50-95): 29%|██▊ | 2/7 [00:00<00:01, 4.24it/s] Class Images Instances Box(P R mAP50 mAP50-95): 43%|████▎ | 3/7 [00:00<00:00, 4.25it/s] Class Images Instances Box(P R mAP50 mAP50-95): 57%|█████▋ | 4/7 [00:00<00:00, 4.34it/s] Class Images Instances Box(P R mAP50 mAP50-95): 71%|███████▏ | 5/7 [00:01<00:00, 4.24it/s] Class Images Instances Box(P R mAP50 mAP50-95): 86%|████████▌ | 6/7 [00:01<00:00, 4.18it/s] Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 7/7 [00:01<00:00, 4.69it/s] all 200 249 0.855 0.731 0.807 0.599 Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size 0%| | 0/233 [00:00<?, ?it/s] 29/30 5.6G 0.625 0.6557 1.112 18 800: 0%| | 0/233 [00:00<?, ?it/s] 29/30 5.6G 0.625 0.6557 1.112 18 800: 0%| | 1/233 [00:00<01:08, 3.39it/s] 29/30 5.62G 0.6984 0.653 1.165 18 800: 0%| | 1/233 [00:00<01:08, 3.39it/s] 29/30 5.62G 0.6984 0.653 1.165 18 800: 1%| | 2/233 [00:00<01:01, 3.76it/s] 29/30 5.63G 0.7671 0.8372 1.245 22 800: 1%| | 2/233 [00:00<01:01, 3.76it/s] 29/30 5.63G 0.7671 0.8372 1.245 22 800: 1%|▏ | 3/233 [00:00<01:00, 3.81it/s] 29/30 5.63G 0.7298 0.7498 1.226 19 800: 1%|▏ | 3/233 [00:01<01:00, 3.81it/s] 29/30 5.63G 0.7298 0.7498 1.226 19 800: 2%|▏ | 4/233 [00:01<01:00, 3.78it/s] 29/30 5.63G 0.7312 0.7383 1.236 18 800: 2%|▏ | 4/233 [00:01<01:00, 3.78it/s] 29/30 5.63G 0.7312 0.7383 1.236 18 800: 2%|▏ | 5/233 [00:01<00:59, 3.84it/s] 29/30 5.63G 0.7818 0.7828 1.241 20 800: 2%|▏ | 5/233 [00:01<00:59, 3.84it/s] 29/30 5.63G 0.7818 0.7828 1.241 20 800: 3%|▎ | 6/233 [00:01<00:58, 3.87it/s] 29/30 5.63G 0.7554 0.7518 1.22 22 800: 3%|▎ | 6/233 [00:01<00:58, 3.87it/s] 29/30 5.63G 0.7554 0.7518 1.22 22 800: 3%|▎ | 7/233 [00:01<00:58, 3.85it/s] 29/30 5.63G 0.723 0.7255 1.188 18 800: 3%|▎ | 7/233 [00:02<00:58, 3.85it/s] 29/30 5.63G 0.723 0.7255 1.188 18 800: 3%|▎ | 8/233 [00:02<00:57, 3.92it/s] 29/30 5.63G 0.7229 0.7235 1.173 22 800: 3%|▎ | 8/233 [00:02<00:57, 3.92it/s] 29/30 5.63G 0.7229 0.7235 1.173 22 800: 4%|▍ | 9/233 [00:02<00:56, 3.97it/s] 29/30 5.63G 0.7395 0.7507 1.179 25 800: 4%|▍ | 9/233 [00:02<00:56, 3.97it/s] 29/30 5.63G 0.7395 0.7507 1.179 25 800: 4%|▍ | 10/233 [00:02<00:55, 4.01it/s] 29/30 5.63G 0.7481 0.7554 1.176 21 800: 4%|▍ | 10/233 [00:02<00:55, 4.01it/s] 29/30 5.63G 0.7481 0.7554 1.176 21 800: 5%|▍ | 11/233 [00:02<00:57, 3.86it/s] 29/30 5.63G 0.7508 0.7428 1.176 21 800: 5%|▍ | 11/233 [00:03<00:57, 3.86it/s] 29/30 5.63G 0.7508 0.7428 1.176 21 800: 5%|▌ | 12/233 [00:03<00:58, 3.77it/s] 29/30 5.63G 0.7407 0.7188 1.165 17 800: 5%|▌ | 12/233 [00:03<00:58, 3.77it/s] 29/30 5.63G 0.7407 0.7188 1.165 17 800: 6%|▌ | 13/233 [00:03<00:59, 3.72it/s] 29/30 5.63G 0.7207 0.6994 1.145 17 800: 6%|▌ | 13/233 [00:03<00:59, 3.72it/s] 29/30 5.63G 0.7207 0.6994 1.145 17 800: 6%|▌ | 14/233 [00:03<00:58, 3.75it/s] 29/30 5.63G 0.7198 0.7 1.147 19 800: 6%|▌ | 14/233 [00:03<00:58, 3.75it/s] 29/30 5.63G 0.7198 0.7 1.147 19 800: 6%|▋ | 15/233 [00:03<01:00, 3.63it/s] 29/30 5.63G 0.7246 0.7023 1.151 18 800: 6%|▋ | 15/233 [00:04<01:00, 3.63it/s] 29/30 5.63G 0.7246 0.7023 1.151 18 800: 7%|▋ | 16/233 [00:04<00:59, 3.66it/s] 29/30 5.63G 0.7184 0.6953 1.15 18 800: 7%|▋ | 16/233 [00:04<00:59, 3.66it/s] 29/30 5.63G 0.7184 0.6953 1.15 18 800: 7%|▋ | 17/233 [00:04<00:57, 3.73it/s] 29/30 5.63G 0.7246 0.6997 1.152 22 800: 7%|▋ | 17/233 [00:04<00:57, 3.73it/s] 29/30 5.63G 0.7246 0.6997 1.152 22 800: 8%|▊ | 18/233 [00:04<00:56, 3.82it/s] 29/30 5.63G 0.7307 0.7031 1.15 24 800: 8%|▊ | 18/233 [00:05<00:56, 3.82it/s] 29/30 5.63G 0.7307 0.7031 1.15 24 800: 8%|▊ | 19/233 [00:05<00:56, 3.75it/s] 29/30 5.63G 0.7337 0.703 1.146 22 800: 8%|▊ | 19/233 [00:05<00:56, 3.75it/s] 29/30 5.63G 0.7337 0.703 1.146 22 800: 9%|▊ | 20/233 [00:05<00:56, 3.80it/s] 29/30 5.63G 0.7301 0.6981 1.148 18 800: 9%|▊ | 20/233 [00:05<00:56, 3.80it/s] 29/30 5.63G 0.7301 0.6981 1.148 18 800: 9%|▉ | 21/233 [00:05<00:54, 3.87it/s] 29/30 5.63G 0.7224 0.6943 1.143 18 800: 9%|▉ | 21/233 [00:05<00:54, 3.87it/s] 29/30 5.63G 0.7224 0.6943 1.143 18 800: 9%|▉ | 22/233 [00:05<00:54, 3.89it/s] 29/30 5.63G 0.7245 0.6984 1.145 20 800: 9%|▉ | 22/233 [00:06<00:54, 3.89it/s] 29/30 5.63G 0.7245 0.6984 1.145 20 800: 10%|▉ | 23/233 [00:06<00:56, 3.69it/s] 29/30 5.63G 0.7267 0.7 1.143 22 800: 10%|▉ | 23/233 [00:06<00:56, 3.69it/s] 29/30 5.63G 0.7267 0.7 1.143 22 800: 10%|█ | 24/233 [00:06<00:58, 3.60it/s] 29/30 5.63G 0.7215 0.6942 1.14 18 800: 10%|█ | 24/233 [00:06<00:58, 3.60it/s] 29/30 5.63G 0.7215 0.6942 1.14 18 800: 11%|█ | 25/233 [00:06<00:57, 3.60it/s] 29/30 5.63G 0.7155 0.6938 1.136 19 800: 11%|█ | 25/233 [00:06<00:57, 3.60it/s] 29/30 5.63G 0.7155 0.6938 1.136 19 800: 11%|█ | 26/233 [00:06<00:58, 3.55it/s] 29/30 5.63G 0.7159 0.6924 1.132 20 800: 11%|█ | 26/233 [00:07<00:58, 3.55it/s] 29/30 5.63G 0.7159 0.6924 1.132 20 800: 12%|█▏ | 27/233 [00:07<00:59, 3.47it/s] 29/30 5.63G 0.7078 0.6843 1.127 16 800: 12%|█▏ | 27/233 [00:07<00:59, 3.47it/s] 29/30 5.63G 0.7078 0.6843 1.127 16 800: 12%|█▏ | 28/233 [00:07<00:59, 3.46it/s] 29/30 5.63G 0.7077 0.6854 1.123 25 800: 12%|█▏ | 28/233 [00:07<00:59, 3.46it/s] 29/30 5.63G 0.7077 0.6854 1.123 25 800: 12%|█▏ | 29/233 [00:07<00:58, 3.48it/s] 29/30 5.63G 0.7082 0.6833 1.122 21 800: 12%|█▏ | 29/233 [00:08<00:58, 3.48it/s] 29/30 5.63G 0.7082 0.6833 1.122 21 800: 13%|█▎ | 30/233 [00:08<00:57, 3.52it/s] 29/30 5.63G 0.7093 0.6855 1.121 21 800: 13%|█▎ | 30/233 [00:08<00:57, 3.52it/s] 29/30 5.63G 0.7093 0.6855 1.121 21 800: 13%|█▎ | 31/233 [00:08<00:58, 3.48it/s] 29/30 5.63G 0.7057 0.6776 1.117 17 800: 13%|█▎ | 31/233 [00:08<00:58, 3.48it/s] 29/30 5.63G 0.7057 0.6776 1.117 17 800: 14%|█▎ | 32/233 [00:08<00:57, 3.51it/s] 29/30 5.63G 0.7049 0.6786 1.12 20 800: 14%|█▎ | 32/233 [00:08<00:57, 3.51it/s] 29/30 5.63G 0.7049 0.6786 1.12 20 800: 14%|█▍ | 33/233 [00:08<00:57, 3.47it/s] 29/30 5.63G 0.7032 0.6744 1.117 18 800: 14%|█▍ | 33/233 [00:09<00:57, 3.47it/s] 29/30 5.63G 0.7032 0.6744 1.117 18 800: 15%|█▍ | 34/233 [00:09<00:57, 3.46it/s] 29/30 5.63G 0.7148 0.6878 1.128 21 800: 15%|█▍ | 34/233 [00:09<00:57, 3.46it/s] 29/30 5.63G 0.7148 0.6878 1.128 21 800: 15%|█▌ | 35/233 [00:09<00:57, 3.42it/s] 29/30 5.63G 0.7135 0.6887 1.129 22 800: 15%|█▌ | 35/233 [00:09<00:57, 3.42it/s] 29/30 5.63G 0.7135 0.6887 1.129 22 800: 15%|█▌ | 36/233 [00:09<00:57, 3.40it/s] 29/30 5.63G 0.7118 0.6882 1.127 19 800: 15%|█▌ | 36/233 [00:10<00:57, 3.40it/s] 29/30 5.63G 0.7118 0.6882 1.127 19 800: 16%|█▌ | 37/233 [00:10<00:57, 3.40it/s] 29/30 5.63G 0.7078 0.6835 1.126 17 800: 16%|█▌ | 37/233 [00:10<00:57, 3.40it/s] 29/30 5.63G 0.7078 0.6835 1.126 17 800: 16%|█▋ | 38/233 [00:10<00:56, 3.42it/s] 29/30 5.63G 0.7137 0.69 1.132 20 800: 16%|█▋ | 38/233 [00:10<00:56, 3.42it/s] 29/30 5.63G 0.7137 0.69 1.132 20 800: 17%|█▋ | 39/233 [00:10<00:58, 3.32it/s] 29/30 5.63G 0.7193 0.6914 1.136 20 800: 17%|█▋ | 39/233 [00:11<00:58, 3.32it/s] 29/30 5.63G 0.7193 0.6914 1.136 20 800: 17%|█▋ | 40/233 [00:11<00:57, 3.34it/s] 29/30 5.63G 0.7196 0.6886 1.136 19 800: 17%|█▋ | 40/233 [00:11<00:57, 3.34it/s] 29/30 5.63G 0.7196 0.6886 1.136 19 800: 18%|█▊ | 41/233 [00:11<00:57, 3.32it/s] 29/30 5.63G 0.7207 0.6908 1.137 21 800: 18%|█▊ | 41/233 [00:11<00:57, 3.32it/s] 29/30 5.63G 0.7207 0.6908 1.137 21 800: 18%|█▊ | 42/233 [00:11<00:57, 3.34it/s] 29/30 5.63G 0.7179 0.6888 1.133 20 800: 18%|█▊ | 42/233 [00:11<00:57, 3.34it/s] 29/30 5.63G 0.7179 0.6888 1.133 20 800: 18%|█▊ | 43/233 [00:11<00:57, 3.28it/s] 29/30 5.63G 0.7159 0.6873 1.131 18 800: 18%|█▊ | 43/233 [00:12<00:57, 3.28it/s] 29/30 5.63G 0.7159 0.6873 1.131 18 800: 19%|█▉ | 44/233 [00:12<00:57, 3.30it/s] 29/30 5.63G 0.718 0.6857 1.132 18 800: 19%|█▉ | 44/233 [00:12<00:57, 3.30it/s] 29/30 5.63G 0.718 0.6857 1.132 18 800: 19%|█▉ | 45/233 [00:12<00:56, 3.33it/s] 29/30 5.63G 0.7168 0.6854 1.132 21 800: 19%|█▉ | 45/233 [00:12<00:56, 3.33it/s] 29/30 5.63G 0.7168 0.6854 1.132 21 800: 20%|█▉ | 46/233 [00:12<00:55, 3.35it/s] 29/30 5.63G 0.7159 0.6865 1.132 22 800: 20%|█▉ | 46/233 [00:13<00:55, 3.35it/s] 29/30 5.63G 0.7159 0.6865 1.132 22 800: 20%|██ | 47/233 [00:13<00:57, 3.25it/s] 29/30 5.63G 0.718 0.6906 1.134 20 800: 20%|██ | 47/233 [00:13<00:57, 3.25it/s] 29/30 5.63G 0.718 0.6906 1.134 20 800: 21%|██ | 48/233 [00:13<00:56, 3.29it/s] 29/30 5.63G 0.7219 0.692 1.137 22 800: 21%|██ | 48/233 [00:13<00:56, 3.29it/s] 29/30 5.63G 0.7219 0.692 1.137 22 800: 21%|██ | 49/233 [00:13<00:55, 3.31it/s] 29/30 5.63G 0.7203 0.6917 1.14 18 800: 21%|██ | 49/233 [00:14<00:55, 3.31it/s] 29/30 5.63G 0.7203 0.6917 1.14 18 800: 21%|██▏ | 50/233 [00:14<00:55, 3.32it/s] 29/30 5.63G 0.7148 0.6862 1.136 17 800: 21%|██▏ | 50/233 [00:14<00:55, 3.32it/s] 29/30 5.63G 0.7148 0.6862 1.136 17 800: 22%|██▏ | 51/233 [00:14<00:56, 3.25it/s] 29/30 5.63G 0.7131 0.6822 1.136 19 800: 22%|██▏ | 51/233 [00:14<00:56, 3.25it/s] 29/30 5.63G 0.7131 0.6822 1.136 19 800: 22%|██▏ | 52/233 [00:14<00:54, 3.33it/s] 29/30 5.63G 0.7158 0.6869 1.139 23 800: 22%|██▏ | 52/233 [00:14<00:54, 3.33it/s] 29/30 5.63G 0.7158 0.6869 1.139 23 800: 23%|██▎ | 53/233 [00:14<00:53, 3.37it/s] 29/30 5.63G 0.7126 0.6834 1.136 21 800: 23%|██▎ | 53/233 [00:15<00:53, 3.37it/s] 29/30 5.63G 0.7126 0.6834 1.136 21 800: 23%|██▎ | 54/233 [00:15<00:53, 3.34it/s] 29/30 5.63G 0.7121 0.6818 1.136 20 800: 23%|██▎ | 54/233 [00:15<00:53, 3.34it/s] 29/30 5.63G 0.7121 0.6818 1.136 20 800: 24%|██▎ | 55/233 [00:15<00:54, 3.25it/s] 29/30 5.63G 0.7096 0.6792 1.139 19 800: 24%|██▎ | 55/233 [00:15<00:54, 3.25it/s] 29/30 5.63G 0.7096 0.6792 1.139 19 800: 24%|██▍ | 56/233 [00:15<00:52, 3.35it/s] 29/30 5.63G 0.7117 0.6807 1.141 20 800: 24%|██▍ | 56/233 [00:16<00:52, 3.35it/s] 29/30 5.63G 0.7117 0.6807 1.141 20 800: 24%|██▍ | 57/233 [00:16<00:50, 3.49it/s] 29/30 5.63G 0.7197 0.6881 1.148 26 800: 24%|██▍ | 57/233 [00:16<00:50, 3.49it/s] 29/30 5.63G 0.7197 0.6881 1.148 26 800: 25%|██▍ | 58/233 [00:16<00:48, 3.58it/s] 29/30 5.63G 0.7204 0.687 1.149 23 800: 25%|██▍ | 58/233 [00:16<00:48, 3.58it/s] 29/30 5.63G 0.7204 0.687 1.149 23 800: 25%|██▌ | 59/233 [00:16<00:48, 3.56it/s] 29/30 5.63G 0.7191 0.6838 1.149 17 800: 25%|██▌ | 59/233 [00:16<00:48, 3.56it/s] 29/30 5.63G 0.7191 0.6838 1.149 17 800: 26%|██▌ | 60/233 [00:16<00:47, 3.61it/s] 29/30 5.63G 0.7156 0.6803 1.146 18 800: 26%|██▌ | 60/233 [00:17<00:47, 3.61it/s] 29/30 5.63G 0.7156 0.6803 1.146 18 800: 26%|██▌ | 61/233 [00:17<00:47, 3.59it/s] 29/30 5.63G 0.7127 0.6765 1.144 20 800: 26%|██▌ | 61/233 [00:17<00:47, 3.59it/s] 29/30 5.63G 0.7127 0.6765 1.144 20 800: 27%|██▋ | 62/233 [00:17<00:48, 3.55it/s] 29/30 5.63G 0.7116 0.6751 1.144 18 800: 27%|██▋ | 62/233 [00:17<00:48, 3.55it/s] 29/30 5.63G 0.7116 0.6751 1.144 18 800: 27%|██▋ | 63/233 [00:17<00:48, 3.51it/s] 29/30 5.63G 0.714 0.6835 1.145 25 800: 27%|██▋ | 63/233 [00:18<00:48, 3.51it/s] 29/30 5.63G 0.714 0.6835 1.145 25 800: 27%|██▋ | 64/233 [00:18<00:46, 3.63it/s] 29/30 5.63G 0.7128 0.6828 1.144 20 800: 27%|██▋ | 64/233 [00:18<00:46, 3.63it/s] 29/30 5.63G 0.7128 0.6828 1.144 20 800: 28%|██▊ | 65/233 [00:18<00:46, 3.65it/s] 29/30 5.63G 0.7144 0.6819 1.145 20 800: 28%|██▊ | 65/233 [00:18<00:46, 3.65it/s] 29/30 5.63G 0.7144 0.6819 1.145 20 800: 28%|██▊ | 66/233 [00:18<00:46, 3.61it/s] 29/30 5.63G 0.7151 0.6808 1.144 20 800: 28%|██▊ | 66/233 [00:18<00:46, 3.61it/s] 29/30 5.63G 0.7151 0.6808 1.144 20 800: 29%|██▉ | 67/233 [00:18<00:45, 3.62it/s] 29/30 5.63G 0.7192 0.6879 1.146 25 800: 29%|██▉ | 67/233 [00:19<00:45, 3.62it/s] 29/30 5.63G 0.7192 0.6879 1.146 25 800: 29%|██▉ | 68/233 [00:19<00:44, 3.70it/s] 29/30 5.63G 0.718 0.6861 1.144 21 800: 29%|██▉ | 68/233 [00:19<00:44, 3.70it/s] 29/30 5.63G 0.718 0.6861 1.144 21 800: 30%|██▉ | 69/233 [00:19<00:43, 3.77it/s] 29/30 5.63G 0.722 0.6868 1.144 26 800: 30%|██▉ | 69/233 [00:19<00:43, 3.77it/s] 29/30 5.63G 0.722 0.6868 1.144 26 800: 30%|███ | 70/233 [00:19<00:43, 3.74it/s] 29/30 5.63G 0.7199 0.6846 1.144 21 800: 30%|███ | 70/233 [00:19<00:43, 3.74it/s] 29/30 5.63G 0.7199 0.6846 1.144 21 800: 30%|███ | 71/233 [00:19<00:43, 3.70it/s] 29/30 5.63G 0.7207 0.6837 1.147 20 800: 30%|███ | 71/233 [00:20<00:43, 3.70it/s] 29/30 5.63G 0.7207 0.6837 1.147 20 800: 31%|███ | 72/233 [00:20<00:43, 3.70it/s] 29/30 5.63G 0.7229 0.6854 1.146 19 800: 31%|███ | 72/233 [00:20<00:43, 3.70it/s] 29/30 5.63G 0.7229 0.6854 1.146 19 800: 31%|███▏ | 73/233 [00:20<00:43, 3.66it/s] 29/30 5.63G 0.7236 0.6885 1.147 29 800: 31%|███▏ | 73/233 [00:20<00:43, 3.66it/s] 29/30 5.63G 0.7236 0.6885 1.147 29 800: 32%|███▏ | 74/233 [00:20<00:44, 3.61it/s] 29/30 5.63G 0.7287 0.6889 1.152 25 800: 32%|███▏ | 74/233 [00:21<00:44, 3.61it/s] 29/30 5.63G 0.7287 0.6889 1.152 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204/233 [00:55<00:08, 3.60it/s] 29/30 5.63G 0.7479 0.7086 1.166 20 800: 88%|████████▊ | 204/233 [00:56<00:08, 3.60it/s] 29/30 5.63G 0.7479 0.7086 1.166 20 800: 88%|████████▊ | 205/233 [00:56<00:07, 3.61it/s] 29/30 5.63G 0.7474 0.7087 1.166 23 800: 88%|████████▊ | 205/233 [00:56<00:07, 3.61it/s] 29/30 5.63G 0.7474 0.7087 1.166 23 800: 88%|████████▊ | 206/233 [00:56<00:07, 3.60it/s] 29/30 5.63G 0.75 0.7116 1.169 28 800: 88%|████████▊ | 206/233 [00:56<00:07, 3.60it/s] 29/30 5.63G 0.75 0.7116 1.169 28 800: 89%|████████▉ | 207/233 [00:56<00:07, 3.53it/s] 29/30 5.63G 0.7497 0.712 1.168 24 800: 89%|████████▉ | 207/233 [00:57<00:07, 3.53it/s] 29/30 5.63G 0.7497 0.712 1.168 24 800: 89%|████████▉ | 208/233 [00:57<00:07, 3.47it/s] 29/30 5.63G 0.7492 0.7125 1.168 21 800: 89%|████████▉ | 208/233 [00:57<00:07, 3.47it/s] 29/30 5.63G 0.7492 0.7125 1.168 21 800: 90%|████████▉ | 209/233 [00:57<00:06, 3.46it/s] 29/30 5.63G 0.7481 0.7114 1.167 17 800: 90%|████████▉ | 209/233 [00:57<00:06, 3.46it/s] 29/30 5.63G 0.7481 0.7114 1.167 17 800: 90%|█████████ | 210/233 [00:57<00:06, 3.46it/s] 29/30 5.63G 0.747 0.7101 1.167 17 800: 90%|█████████ | 210/233 [00:57<00:06, 3.46it/s] 29/30 5.63G 0.747 0.7101 1.167 17 800: 91%|█████████ | 211/233 [00:57<00:06, 3.46it/s] 29/30 5.63G 0.7469 0.709 1.167 17 800: 91%|█████████ | 211/233 [00:58<00:06, 3.46it/s] 29/30 5.63G 0.7469 0.709 1.167 17 800: 91%|█████████ | 212/233 [00:58<00:05, 3.51it/s] 29/30 5.63G 0.7468 0.709 1.166 23 800: 91%|█████████ | 212/233 [00:58<00:05, 3.51it/s] 29/30 5.63G 0.7468 0.709 1.166 23 800: 91%|█████████▏| 213/233 [00:58<00:05, 3.57it/s] 29/30 5.63G 0.7451 0.7074 1.165 16 800: 91%|█████████▏| 213/233 [00:58<00:05, 3.57it/s] 29/30 5.63G 0.7451 0.7074 1.165 16 800: 92%|█████████▏| 214/233 [00:58<00:05, 3.61it/s] 29/30 5.63G 0.7449 0.7074 1.165 21 800: 92%|█████████▏| 214/233 [00:59<00:05, 3.61it/s] 29/30 5.63G 0.7449 0.7074 1.165 21 800: 92%|█████████▏| 215/233 [00:59<00:05, 3.58it/s] 29/30 5.63G 0.7455 0.7074 1.166 21 800: 92%|█████████▏| 215/233 [00:59<00:05, 3.58it/s] 29/30 5.63G 0.7455 0.7074 1.166 21 800: 93%|█████████▎| 216/233 [00:59<00:04, 3.61it/s] 29/30 5.63G 0.7459 0.7092 1.167 28 800: 93%|█████████▎| 216/233 [00:59<00:04, 3.61it/s] 29/30 5.63G 0.7459 0.7092 1.167 28 800: 93%|█████████▎| 217/233 [00:59<00:04, 3.64it/s] 29/30 5.63G 0.7449 0.7079 1.166 18 800: 93%|█████████▎| 217/233 [00:59<00:04, 3.64it/s] 29/30 5.63G 0.7449 0.7079 1.166 18 800: 94%|█████████▎| 218/233 [00:59<00:04, 3.64it/s] 29/30 5.63G 0.7445 0.7076 1.165 20 800: 94%|█████████▎| 218/233 [01:00<00:04, 3.64it/s] 29/30 5.63G 0.7445 0.7076 1.165 20 800: 94%|█████████▍| 219/233 [01:00<00:03, 3.60it/s] 29/30 5.63G 0.7439 0.7074 1.164 19 800: 94%|█████████▍| 219/233 [01:00<00:03, 3.60it/s] 29/30 5.63G 0.7439 0.7074 1.164 19 800: 94%|█████████▍| 220/233 [01:00<00:03, 3.63it/s] 29/30 5.63G 0.7446 0.7086 1.165 22 800: 94%|█████████▍| 220/233 [01:00<00:03, 3.63it/s] 29/30 5.63G 0.7446 0.7086 1.165 22 800: 95%|█████████▍| 221/233 [01:00<00:03, 3.64it/s] 29/30 5.63G 0.7452 0.7101 1.164 34 800: 95%|█████████▍| 221/233 [01:00<00:03, 3.64it/s] 29/30 5.63G 0.7452 0.7101 1.164 34 800: 95%|█████████▌| 222/233 [01:00<00:03, 3.65it/s] 29/30 5.63G 0.745 0.7106 1.164 18 800: 95%|█████████▌| 222/233 [01:01<00:03, 3.65it/s] 29/30 5.63G 0.745 0.7106 1.164 18 800: 96%|█████████▌| 223/233 [01:01<00:02, 3.57it/s] 29/30 5.63G 0.7449 0.711 1.164 22 800: 96%|█████████▌| 223/233 [01:01<00:02, 3.57it/s] 29/30 5.63G 0.7449 0.711 1.164 22 800: 96%|█████████▌| 224/233 [01:01<00:02, 3.62it/s] 29/30 5.63G 0.7441 0.7106 1.163 18 800: 96%|█████████▌| 224/233 [01:01<00:02, 3.62it/s] 29/30 5.63G 0.7441 0.7106 1.163 18 800: 97%|█████████▋| 225/233 [01:01<00:02, 3.65it/s] 29/30 5.63G 0.7435 0.7106 1.163 20 800: 97%|█████████▋| 225/233 [01:02<00:02, 3.65it/s] 29/30 5.63G 0.7435 0.7106 1.163 20 800: 97%|█████████▋| 226/233 [01:02<00:01, 3.67it/s] 29/30 5.63G 0.7445 0.7109 1.163 24 800: 97%|█████████▋| 226/233 [01:02<00:01, 3.67it/s] 29/30 5.63G 0.7445 0.7109 1.163 24 800: 97%|█████████▋| 227/233 [01:02<00:01, 3.62it/s] 29/30 5.63G 0.745 0.7115 1.163 24 800: 97%|█████████▋| 227/233 [01:02<00:01, 3.62it/s] 29/30 5.63G 0.745 0.7115 1.163 24 800: 98%|█████████▊| 228/233 [01:02<00:01, 3.66it/s] 29/30 5.63G 0.7441 0.7105 1.163 17 800: 98%|█████████▊| 228/233 [01:02<00:01, 3.66it/s] 29/30 5.63G 0.7441 0.7105 1.163 17 800: 98%|█████████▊| 229/233 [01:02<00:01, 3.65it/s] 29/30 5.63G 0.7436 0.7101 1.162 18 800: 98%|█████████▊| 229/233 [01:03<00:01, 3.65it/s] 29/30 5.63G 0.7436 0.7101 1.162 18 800: 99%|█████████▊| 230/233 [01:03<00:00, 3.65it/s] 29/30 5.63G 0.7428 0.7093 1.162 17 800: 99%|█████████▊| 230/233 [01:03<00:00, 3.65it/s] 29/30 5.63G 0.7428 0.7093 1.162 17 800: 99%|█████████▉| 231/233 [01:03<00:00, 3.58it/s] 29/30 5.63G 0.7429 0.7088 1.162 17 800: 99%|█████████▉| 231/233 [01:03<00:00, 3.58it/s] 29/30 5.63G 0.7429 0.7088 1.162 17 800: 100%|█████████▉| 232/233 [01:03<00:00, 3.63it/s] 29/30 6.22G 0.7456 0.7119 1.164 6 800: 100%|█████████▉| 232/233 [01:03<00:00, 3.63it/s] 29/30 6.22G 0.7456 0.7119 1.164 6 800: 100%|██████████| 233/233 [01:03<00:00, 4.42it/s] 29/30 6.22G 0.7456 0.7119 1.164 6 800: 100%|██████████| 233/233 [01:03<00:00, 3.65it/s] Class Images Instances Box(P R mAP50 mAP50-95): 0%| | 0/7 [00:00<?, ?it/s] Class Images Instances Box(P R mAP50 mAP50-95): 14%|█▍ | 1/7 [00:00<00:01, 3.89it/s] Class Images Instances Box(P R mAP50 mAP50-95): 29%|██▊ | 2/7 [00:00<00:01, 3.96it/s] Class Images Instances Box(P R mAP50 mAP50-95): 43%|████▎ | 3/7 [00:00<00:01, 3.95it/s] Class Images Instances Box(P R mAP50 mAP50-95): 57%|█████▋ | 4/7 [00:00<00:00, 4.08it/s] Class Images Instances Box(P R mAP50 mAP50-95): 71%|███████▏ | 5/7 [00:01<00:00, 4.13it/s] Class Images Instances Box(P R mAP50 mAP50-95): 86%|████████▌ | 6/7 [00:01<00:00, 4.19it/s] Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 7/7 [00:01<00:00, 4.56it/s] all 200 249 0.884 0.733 0.826 0.615 Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size 0%| | 0/233 [00:00<?, ?it/s] 30/30 5.62G 0.7448 0.8377 1.096 21 800: 0%| | 0/233 [00:00<?, ?it/s] 30/30 5.62G 0.7448 0.8377 1.096 21 800: 0%| | 1/233 [00:00<01:08, 3.40it/s] 30/30 5.64G 0.7841 0.8206 1.038 32 800: 0%| | 1/233 [00:00<01:08, 3.40it/s] 30/30 5.64G 0.7841 0.8206 1.038 32 800: 1%| | 2/233 [00:00<01:06, 3.45it/s] 30/30 5.64G 0.7072 0.7312 1.046 19 800: 1%| | 2/233 [00:00<01:06, 3.45it/s] 30/30 5.64G 0.7072 0.7312 1.046 19 800: 1%|▏ | 3/233 [00:00<01:04, 3.58it/s] 30/30 5.64G 0.719 0.7456 1.098 22 800: 1%|▏ | 3/233 [00:01<01:04, 3.58it/s] 30/30 5.64G 0.719 0.7456 1.098 22 800: 2%|▏ | 4/233 [00:01<01:03, 3.62it/s] 30/30 5.64G 0.7269 0.7638 1.097 22 800: 2%|▏ | 4/233 [00:01<01:03, 3.62it/s] 30/30 5.64G 0.7269 0.7638 1.097 22 800: 2%|▏ | 5/233 [00:01<01:02, 3.63it/s] 30/30 5.64G 0.7233 0.7345 1.1 18 800: 2%|▏ | 5/233 [00:01<01:02, 3.63it/s] 30/30 5.64G 0.7233 0.7345 1.1 18 800: 3%|▎ | 6/233 [00:01<01:04, 3.54it/s] 30/30 5.64G 0.7037 0.7172 1.091 16 800: 3%|▎ | 6/233 [00:01<01:04, 3.54it/s] 30/30 5.64G 0.7037 0.7172 1.091 16 800: 3%|▎ | 7/233 [00:01<01:03, 3.59it/s] 30/30 5.64G 0.7029 0.698 1.103 18 800: 3%|▎ | 7/233 [00:02<01:03, 3.59it/s] 30/30 5.64G 0.7029 0.698 1.103 18 800: 3%|▎ | 8/233 [00:02<01:02, 3.61it/s] 30/30 5.64G 0.6843 0.6865 1.102 21 800: 3%|▎ | 8/233 [00:02<01:02, 3.61it/s] 30/30 5.64G 0.6843 0.6865 1.102 21 800: 4%|▍ | 9/233 [00:02<01:01, 3.64it/s] 30/30 5.64G 0.6989 0.6818 1.106 20 800: 4%|▍ | 9/233 [00:02<01:01, 3.64it/s] 30/30 5.64G 0.6989 0.6818 1.106 20 800: 4%|▍ | 10/233 [00:02<01:02, 3.57it/s] 30/30 5.64G 0.6996 0.6907 1.105 24 800: 4%|▍ | 10/233 [00:03<01:02, 3.57it/s] 30/30 5.64G 0.6996 0.6907 1.105 24 800: 5%|▍ | 11/233 [00:03<01:01, 3.61it/s] 30/30 5.64G 0.7051 0.6939 1.112 19 800: 5%|▍ | 11/233 [00:03<01:01, 3.61it/s] 30/30 5.64G 0.7051 0.6939 1.112 19 800: 5%|▌ | 12/233 [00:03<01:00, 3.63it/s] 30/30 5.64G 0.7013 0.692 1.105 22 800: 5%|▌ | 12/233 [00:03<01:00, 3.63it/s] 30/30 5.64G 0.7013 0.692 1.105 22 800: 6%|▌ | 13/233 [00:03<01:00, 3.65it/s] 30/30 5.64G 0.6956 0.6847 1.101 21 800: 6%|▌ | 13/233 [00:03<01:00, 3.65it/s] 30/30 5.64G 0.6956 0.6847 1.101 21 800: 6%|▌ | 14/233 [00:03<01:01, 3.59it/s] 30/30 5.64G 0.6946 0.6861 1.102 21 800: 6%|▌ | 14/233 [00:04<01:01, 3.59it/s] 30/30 5.64G 0.6946 0.6861 1.102 21 800: 6%|▋ | 15/233 [00:04<01:00, 3.63it/s] 30/30 5.64G 0.6884 0.6843 1.105 17 800: 6%|▋ | 15/233 [00:04<01:00, 3.63it/s] 30/30 5.64G 0.6884 0.6843 1.105 17 800: 7%|▋ | 16/233 [00:04<00:59, 3.63it/s] 30/30 5.64G 0.6803 0.6908 1.103 18 800: 7%|▋ | 16/233 [00:04<00:59, 3.63it/s] 30/30 5.64G 0.6803 0.6908 1.103 18 800: 7%|▋ | 17/233 [00:04<00:58, 3.66it/s] 30/30 5.64G 0.6892 0.6924 1.107 23 800: 7%|▋ | 17/233 [00:05<00:58, 3.66it/s] 30/30 5.64G 0.6892 0.6924 1.107 23 800: 8%|▊ | 18/233 [00:05<01:00, 3.58it/s] 30/30 5.64G 0.6886 0.6839 1.109 19 800: 8%|▊ | 18/233 [00:05<01:00, 3.58it/s] 30/30 5.64G 0.6886 0.6839 1.109 19 800: 8%|▊ | 19/233 [00:05<00:59, 3.62it/s] 30/30 5.64G 0.6969 0.6905 1.114 23 800: 8%|▊ | 19/233 [00:05<00:59, 3.62it/s] 30/30 5.64G 0.6969 0.6905 1.114 23 800: 9%|▊ | 20/233 [00:05<00:58, 3.63it/s] 30/30 5.64G 0.7031 0.6995 1.116 25 800: 9%|▊ | 20/233 [00:05<00:58, 3.63it/s] 30/30 5.64G 0.7031 0.6995 1.116 25 800: 9%|▉ | 21/233 [00:05<00:58, 3.64it/s] 30/30 5.64G 0.7078 0.7028 1.121 22 800: 9%|▉ | 21/233 [00:06<00:58, 3.64it/s] 30/30 5.64G 0.7078 0.7028 1.121 22 800: 9%|▉ | 22/233 [00:06<00:59, 3.56it/s] 30/30 5.64G 0.7125 0.712 1.122 24 800: 9%|▉ | 22/233 [00:06<00:59, 3.56it/s] 30/30 5.64G 0.7125 0.712 1.122 24 800: 10%|▉ | 23/233 [00:06<00:58, 3.61it/s] 30/30 5.64G 0.703 0.7027 1.12 18 800: 10%|▉ | 23/233 [00:06<00:58, 3.61it/s] 30/30 5.64G 0.703 0.7027 1.12 18 800: 10%|█ | 24/233 [00:06<00:57, 3.61it/s] 30/30 5.64G 0.705 0.7057 1.12 23 800: 10%|█ | 24/233 [00:06<00:57, 3.61it/s] 30/30 5.64G 0.705 0.7057 1.12 23 800: 11%|█ | 25/233 [00:06<00:57, 3.63it/s] 30/30 5.64G 0.7027 0.7115 1.117 21 800: 11%|█ | 25/233 [00:07<00:57, 3.63it/s] 30/30 5.64G 0.7027 0.7115 1.117 21 800: 11%|█ | 26/233 [00:07<00:57, 3.58it/s] 30/30 5.64G 0.7056 0.7114 1.119 20 800: 11%|█ | 26/233 [00:07<00:57, 3.58it/s] 30/30 5.64G 0.7056 0.7114 1.119 20 800: 12%|█▏ | 27/233 [00:07<00:56, 3.62it/s] 30/30 5.64G 0.706 0.7099 1.116 20 800: 12%|█▏ | 27/233 [00:07<00:56, 3.62it/s] 30/30 5.64G 0.706 0.7099 1.116 20 800: 12%|█▏ | 28/233 [00:07<00:56, 3.65it/s] 30/30 5.64G 0.7158 0.715 1.12 22 800: 12%|█▏ | 28/233 [00:08<00:56, 3.65it/s] 30/30 5.64G 0.7158 0.715 1.12 22 800: 12%|█▏ | 29/233 [00:08<00:55, 3.67it/s] 30/30 5.64G 0.7172 0.714 1.121 21 800: 12%|█▏ | 29/233 [00:08<00:55, 3.67it/s] 30/30 5.64G 0.7172 0.714 1.121 21 800: 13%|█▎ | 30/233 [00:08<00:56, 3.61it/s] 30/30 5.64G 0.7125 0.713 1.122 19 800: 13%|█▎ | 30/233 [00:08<00:56, 3.61it/s] 30/30 5.64G 0.7125 0.713 1.122 19 800: 13%|█▎ | 31/233 [00:08<00:55, 3.65it/s] 30/30 5.64G 0.7188 0.7191 1.126 25 800: 13%|█▎ | 31/233 [00:08<00:55, 3.65it/s] 30/30 5.64G 0.7188 0.7191 1.126 25 800: 14%|█▎ | 32/233 [00:08<00:54, 3.66it/s] 30/30 5.64G 0.7162 0.7133 1.125 19 800: 14%|█▎ | 32/233 [00:09<00:54, 3.66it/s] 30/30 5.64G 0.7162 0.7133 1.125 19 800: 14%|█▍ | 33/233 [00:09<00:54, 3.66it/s] 30/30 5.64G 0.7219 0.7164 1.131 25 800: 14%|█▍ | 33/233 [00:09<00:54, 3.66it/s] 30/30 5.64G 0.7219 0.7164 1.131 25 800: 15%|█▍ | 34/233 [00:09<00:55, 3.60it/s] 30/30 5.64G 0.7247 0.7157 1.134 25 800: 15%|█▍ | 34/233 [00:09<00:55, 3.60it/s] 30/30 5.64G 0.7247 0.7157 1.134 25 800: 15%|█▌ | 35/233 [00:09<00:54, 3.64it/s] 30/30 5.64G 0.7304 0.7222 1.138 24 800: 15%|█▌ | 35/233 [00:09<00:54, 3.64it/s] 30/30 5.64G 0.7304 0.7222 1.138 24 800: 15%|█▌ | 36/233 [00:09<00:53, 3.65it/s] 30/30 5.64G 0.7357 0.7232 1.146 21 800: 15%|█▌ | 36/233 [00:10<00:53, 3.65it/s] 30/30 5.64G 0.7357 0.7232 1.146 21 800: 16%|█▌ | 37/233 [00:10<00:53, 3.66it/s] 30/30 5.64G 0.7345 0.7201 1.145 24 800: 16%|█▌ | 37/233 [00:10<00:53, 3.66it/s] 30/30 5.64G 0.7345 0.7201 1.145 24 800: 16%|█▋ | 38/233 [00:10<00:54, 3.56it/s] 30/30 5.64G 0.7294 0.7164 1.14 21 800: 16%|█▋ | 38/233 [00:10<00:54, 3.56it/s] 30/30 5.64G 0.7294 0.7164 1.14 21 800: 17%|█▋ | 39/233 [00:10<00:53, 3.61it/s] 30/30 5.64G 0.7272 0.7166 1.137 22 800: 17%|█▋ | 39/233 [00:11<00:53, 3.61it/s] 30/30 5.64G 0.7272 0.7166 1.137 22 800: 17%|█▋ | 40/233 [00:11<00:52, 3.65it/s] 30/30 5.64G 0.7255 0.7154 1.134 17 800: 17%|█▋ | 40/233 [00:11<00:52, 3.65it/s] 30/30 5.64G 0.7255 0.7154 1.134 17 800: 18%|█▊ | 41/233 [00:11<00:52, 3.66it/s] 30/30 5.64G 0.7198 0.7097 1.13 17 800: 18%|█▊ | 41/233 [00:11<00:52, 3.66it/s] 30/30 5.64G 0.7198 0.7097 1.13 17 800: 18%|█▊ | 42/233 [00:11<00:52, 3.61it/s] 30/30 5.64G 0.7176 0.7065 1.128 16 800: 18%|█▊ | 42/233 [00:11<00:52, 3.61it/s] 30/30 5.64G 0.7176 0.7065 1.128 16 800: 18%|█▊ | 43/233 [00:11<00:52, 3.65it/s] 30/30 5.64G 0.7125 0.6998 1.122 16 800: 18%|█▊ | 43/233 [00:12<00:52, 3.65it/s] 30/30 5.64G 0.7125 0.6998 1.122 16 800: 19%|█▉ | 44/233 [00:12<00:51, 3.68it/s] 30/30 5.64G 0.7141 0.7007 1.123 21 800: 19%|█▉ | 44/233 [00:12<00:51, 3.68it/s] 30/30 5.64G 0.7141 0.7007 1.123 21 800: 19%|█▉ | 45/233 [00:12<00:51, 3.67it/s] 30/30 5.64G 0.7115 0.6957 1.122 19 800: 19%|█▉ | 45/233 [00:12<00:51, 3.67it/s] 30/30 5.64G 0.7115 0.6957 1.122 19 800: 20%|█▉ | 46/233 [00:12<00:51, 3.60it/s] 30/30 5.64G 0.7106 0.6938 1.123 20 800: 20%|█▉ | 46/233 [00:12<00:51, 3.60it/s] 30/30 5.64G 0.7106 0.6938 1.123 20 800: 20%|██ | 47/233 [00:12<00:51, 3.63it/s] 30/30 5.64G 0.7062 0.6893 1.12 18 800: 20%|██ | 47/233 [00:13<00:51, 3.63it/s] 30/30 5.64G 0.7062 0.6893 1.12 18 800: 21%|██ | 48/233 [00:13<00:50, 3.66it/s] 30/30 5.64G 0.7063 0.6903 1.121 21 800: 21%|██ | 48/233 [00:13<00:50, 3.66it/s] 30/30 5.64G 0.7063 0.6903 1.121 21 800: 21%|██ | 49/233 [00:13<00:50, 3.62it/s] 30/30 5.64G 0.7054 0.6876 1.124 18 800: 21%|██ | 49/233 [00:13<00:50, 3.62it/s] 30/30 5.64G 0.7054 0.6876 1.124 18 800: 21%|██▏ | 50/233 [00:13<00:51, 3.58it/s] 30/30 5.64G 0.7058 0.6863 1.124 18 800: 21%|██▏ | 50/233 [00:14<00:51, 3.58it/s] 30/30 5.64G 0.7058 0.6863 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6.24G 0.7159 0.7027 1.145 8 800: 100%|██████████| 233/233 [01:04<00:00, 3.63it/s] Class Images Instances Box(P R mAP50 mAP50-95): 0%| | 0/7 [00:00<?, ?it/s] Class Images Instances Box(P R mAP50 mAP50-95): 14%|█▍ | 1/7 [00:00<00:01, 4.10it/s] Class Images Instances Box(P R mAP50 mAP50-95): 29%|██▊ | 2/7 [00:00<00:01, 4.03it/s] Class Images Instances Box(P R mAP50 mAP50-95): 43%|████▎ | 3/7 [00:00<00:00, 4.10it/s] Class Images Instances Box(P R mAP50 mAP50-95): 57%|█████▋ | 4/7 [00:00<00:00, 4.19it/s] Class Images Instances Box(P R mAP50 mAP50-95): 71%|███████▏ | 5/7 [00:01<00:00, 4.17it/s] Class Images Instances Box(P R mAP50 mAP50-95): 86%|████████▌ | 6/7 [00:01<00:00, 4.12it/s] Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 7/7 [00:01<00:00, 4.59it/s] all 200 249 0.797 0.763 0.825 0.613 30 epochs completed in 0.539 hours. Optimizer stripped from runs\detect\train5\weights\last.pt, 22.5MB Optimizer stripped from runs\detect\train5\weights\best.pt, 22.5MB Validating runs\detect\train5\weights\best.pt... Ultralytics YOLOv8.0.196 Python-3.10.11 torch-2.0.1+cu117 CUDA:0 (NVIDIA GeForce RTX 4070 Ti, 12282MiB) Model summary (fused): 168 layers, 11125971 parameters, 0 gradients, 28.4 GFLOPs Class Images Instances Box(P R mAP50 mAP50-95): 0%| | 0/7 [00:00<?, ?it/s] Class Images Instances Box(P R mAP50 mAP50-95): 14%|█▍ | 1/7 [00:00<00:01, 3.62it/s] Class Images Instances Box(P R mAP50 mAP50-95): 29%|██▊ | 2/7 [00:00<00:01, 3.09it/s] Class Images Instances Box(P R mAP50 mAP50-95): 43%|████▎ | 3/7 [00:01<00:01, 2.91it/s] Class Images Instances Box(P R mAP50 mAP50-95): 57%|█████▋ | 4/7 [00:01<00:01, 2.93it/s] Class Images Instances Box(P R mAP50 mAP50-95): 71%|███████▏ | 5/7 [00:01<00:00, 3.18it/s] Class Images Instances Box(P R mAP50 mAP50-95): 86%|████████▌ | 6/7 [00:01<00:00, 3.45it/s] Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 7/7 [00:01<00:00, 3.64it/s] all 200 249 0.884 0.733 0.826 0.616 Speed: 0.5ms preprocess, 4.1ms inference, 0.0ms loss, 0.8ms postprocess per image Results saved to runs\detect\train5 Learn more at https://docs.ultralytics.com/modes/train
| Command Part | Explanation |
|---|---|
!yolo |
This signifies a shell command in environments like Jupyter Notebooks. It calls the YOLO CLI. |
task=detect |
Specifies the task to be performed by YOLO, which in this case is object detection. |
mode=train |
Sets the mode to 'train', indicating that the model should be trained. |
model=yolov8s.pt |
Specifies the model file to be used, in this case, 'yolov8s.pt', which likely stands for a specific variant of YOLOv8. |
data={dataset.location}/data.yaml |
Points to the data configuration file, which includes paths to the training and validation datasets, as well as class definitions. |
epochs=30 |
Sets the number of training epochs to 30. An epoch is a complete pass over the entire dataset. |
imgsz=800 |
Sets the image size (width and height) for training to 800 pixels. |
plots=True |
Enables the generation of plots during training, such as loss curves and performance metrics. |
Training Output¶
List the files generated in runs\detect\train15. These are files show relevant data pertaining to the accuracy and loss of the trained model, among other important metrics for further evaluation and improvement, if desired.
Note: The train15 in the file path refers to the 15th training run. This number will increment with each new training run. The files generated in this directory are crucial for evaluating the performance of the trained model and making decisions about further training or adjustments to the model architecture. We are on the 15th training run due to several failed attempts to train the model, mostly due to misconofigurations.
In [ ]:
!dir runs\detect\train2\
Volume in drive C has no label.
Volume Serial Number is 1C5A-ED5E
Directory of c:\Users\Marcus\Desktop\Share Folder\Yolov8\runs\detect\train2
04/20/2024 05:25 PM <DIR> .
04/20/2024 04:53 PM <DIR> ..
04/20/2024 04:51 PM 1,546 args.yaml
04/20/2024 05:25 PM 88,552 confusion_matrix.png
04/20/2024 05:25 PM 87,532 confusion_matrix_normalized.png
04/20/2024 05:25 PM 103,113 F1_curve.png
04/20/2024 04:52 PM 281,045 labels.jpg
04/20/2024 04:52 PM 219,141 labels_correlogram.jpg
04/20/2024 05:25 PM 89,138 PR_curve.png
04/20/2024 05:25 PM 98,808 P_curve.png
04/20/2024 05:25 PM 10,447 results.csv
04/20/2024 05:25 PM 285,243 results.png
04/20/2024 05:25 PM 100,297 R_curve.png
04/20/2024 04:52 PM 546,129 train_batch0.jpg
04/20/2024 04:52 PM 505,473 train_batch1.jpg
04/20/2024 04:52 PM 512,361 train_batch2.jpg
04/20/2024 05:15 PM 513,878 train_batch4660.jpg
04/20/2024 05:15 PM 476,596 train_batch4661.jpg
04/20/2024 05:15 PM 395,181 train_batch4662.jpg
04/20/2024 05:25 PM 582,160 val_batch0_labels.jpg
04/20/2024 05:25 PM 598,069 val_batch0_pred.jpg
04/20/2024 05:25 PM 615,840 val_batch1_labels.jpg
04/20/2024 05:25 PM 621,747 val_batch1_pred.jpg
04/20/2024 05:25 PM 590,979 val_batch2_labels.jpg
04/20/2024 05:25 PM 612,407 val_batch2_pred.jpg
04/20/2024 04:53 PM <DIR> weights
23 File(s) 7,935,682 bytes
3 Dir(s) 984,526,032,896 bytes free
Confusion Matrix¶
The confusion matrix displayed in the image is a tool used to evaluate the performance the crack identification model. Here's a breakdown of each element:
- True Positives: The top left (dark blue) square represents the true positives, where the model correctly identifies the presence of cracks. Here, there are 205 instances where the model successfully detected cracks that are indeed there.
- False Negatives: The bottom left (lighter blue) square represents false negatives, where the model incorrectly predicts the absence of cracks when they are actually present. There are 44 instances of such errors.
- False Positives: The top right (lighter blue) square next to the TP represents false positives, where the model predicts cracks, but none are present. The model made 82 such errors.
- True Negatives: The bottom right (white) square, which appears to be white due to the low or zero (and thus low intensity of the color), represents the true negatives, where the model correctly identifies that there are no cracks. The number here isn't visible, indicating that the number is neglible or zero.
The goal in a well-performing crack identification model is to maximize the number of true positives (correctly identified cracks) and true negatives (correctly identified non-crack areas), while minimizing the number of false positives and false negatives. High numbers of false negatives could mean that the model is missing critical cracks, while high numbers of false positives could lead to unnecessary inspections or repairs.
In terms of the YOLOv8 training, the confusion matrix suggests that the model is relatively good at detecting cracks (given the 205 true positives), but improvements could be made to reduce both false negatives and false positives to make the model more reliable. This could involve additional training data, using a larger yolov8 base model, adjusting the confidence thresholds, or increasing the number of training epochs.
In [ ]:
from IPython.display import Image
# Now use the Image class to display your image
Image(filename='runs\\detect\\train2\\confusion_matrix.png', width=600)
Out[ ]:
Training Results¶
The following table shows the results of the training process. The table includes the following metrics:
- train/box_loss: Bounding Box loss is the loss associated with the bounding boxes of the objects detected in the training dataset.
- train/cls_loss: The classification loss during the training of an object detection model. There are typically two main components to the loss function: one for the bounding box (localization) and one for the class prediction (classification).
- train/dfl_loss: Focal Loss is a type of loss function designed to address the issue of class imbalance, where the number of examples in one class significantly outnumbers the examples in another.
- metrics/precision: Precision is the ratio of true positive predictions to the total number of positive predictions made by the model. It is a measure of the model's ability to avoid false positives.
- metrics/recall: Recall is the ratio of true positive predictions to the total number of actual positive instances in the dataset. It is a measure of the model's ability to avoid false negatives.
- val/box_loss: Bounding Box loss on the validation dataset.
- val/cls_loss: Classification loss on the validation dataset.
- val/dfl_loss: Focal Loss on the validation dataset.
- metrics/mAP_0.5: Mean Average Precision (mAP) is a metric used to evaluate the performance of object detection models. It is the average of the precision values at different recall levels.
In [ ]:
Image(filename='runs\\detect\\train2\\results.png', width=600)
Out[ ]:
Validation Results¶
The following line displays the first batch of validation results. This provides a snapshot of the model's performance on the validation dataset after the first batch of images has been processed. The red bounding boxes indicate the predicted locations of cracks. Accompanying each bounding box is a confidence score, which represents the model's confidence in its prediction. The higher the confidence score, the more certain the model is that the object detected is a crack.
In [ ]:
Image(filename='runs\\detect\\train2\\val_batch0_pred.jpg', width=600)
Out[ ]:
Validation of a Custom Model¶
Validation in machine learning refers to the process of evaluating a model's performance using a separate dataset known as the validation set. This dataset is used during the model training phase to provide an unbiased evaluation of a model fit on the training dataset while tuning the model's parameters and architecture. Validation helps prevent overfitting, a common issue where a model learns the detail and noise in the training data to the extent that it negatively impacts the performance of the model on new data.
The model used here, best.pt is the best-performing model based on previous training iterations, chosen to verify how well it performs on unseen data. This step is crucial for understanding the model’s effectiveness and ensuring that it generalizes well to new, similar data.
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!yolo task=detect mode=val model=runs"\\detect\\train15\\weights\\best.pt" data="C:\\Users\\Marcus\\Desktop\\Share Folder\\Yolov8\\crack-2\\data.yaml"
Ultralytics YOLOv8.0.196 Python-3.10.11 torch-2.0.1+cu117 CUDA:0 (NVIDIA GeForce RTX 4070 Ti, 12282MiB) Model summary (fused): 168 layers, 11125971 parameters, 0 gradients, 28.4 GFLOPs val: Scanning C:\Users\Marcus\Desktop\Share Folder\Yolov8\crack-2\valid\labels.cache... 200 images, 1 backgrounds, 0 corrupt: 100%|██████████| 200/200 [00:00<?, ?it/s] val: Scanning C:\Users\Marcus\Desktop\Share Folder\Yolov8\crack-2\valid\labels.cache... 200 images, 1 backgrounds, 0 corrupt: 100%|██████████| 200/200 [00:00<?, ?it/s] Class Images Instances Box(P R mAP50 mAP50-95): 0%| | 0/13 [00:00<?, ?it/s] Class Images Instances Box(P R mAP50 mAP50-95): 8%|▊ | 1/13 [00:00<00:03, 3.58it/s] Class Images Instances Box(P R mAP50 mAP50-95): 15%|█▌ | 2/13 [00:00<00:02, 4.05it/s] Class Images Instances Box(P R mAP50 mAP50-95): 23%|██▎ | 3/13 [00:00<00:02, 4.25it/s] Class Images Instances Box(P R mAP50 mAP50-95): 31%|███ | 4/13 [00:00<00:01, 4.55it/s] Class Images Instances Box(P R mAP50 mAP50-95): 38%|███▊ | 5/13 [00:01<00:01, 5.48it/s] Class Images Instances Box(P R mAP50 mAP50-95): 46%|████▌ | 6/13 [00:01<00:01, 6.17it/s] Class Images Instances Box(P R mAP50 mAP50-95): 54%|█████▍ | 7/13 [00:01<00:00, 6.64it/s] Class Images Instances Box(P R mAP50 mAP50-95): 62%|██████▏ | 8/13 [00:01<00:00, 6.58it/s] Class Images Instances Box(P R mAP50 mAP50-95): 69%|██████▉ | 9/13 [00:01<00:00, 7.04it/s] Class Images Instances Box(P R mAP50 mAP50-95): 77%|███████▋ | 10/13 [00:01<00:00, 6.78it/s] Class Images Instances Box(P R mAP50 mAP50-95): 85%|████████▍ | 11/13 [00:01<00:00, 7.05it/s] Class Images Instances Box(P R mAP50 mAP50-95): 92%|█████████▏| 12/13 [00:01<00:00, 7.03it/s] Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 13/13 [00:02<00:00, 6.28it/s] all 200 249 0.878 0.735 0.824 0.616 Speed: 0.6ms preprocess, 5.3ms inference, 0.0ms loss, 0.9ms postprocess per image Results saved to runs\detect\val Learn more at https://docs.ultralytics.com/modes/val
| Command Part | Explanation |
|---|---|
!yolo |
This signifies a shell command in environments like Jupyter Notebooks. It invokes the YOLO CLI. |
task=detect |
Specifies that the task to be performed is object detection. |
mode=val |
Sets the mode to 'val', indicating that the model should be evaluated using the validation dataset. |
model=runs"\\detect\\train15\\weights\\best.pt" |
Specifies the model file to be used, indicating the best performing model saved during training. |
data="C:\\Users\\Marcus\\Desktop\\Share Folder\\Yolov8\\crack-2\\data.yaml" |
Points to the data configuration file, which includes paths to the training and validation datasets, as well as class definitions. |
Inferenence with a Custom Model¶
Inference in machine learning refers to the process of using a trained model to make predictions on new, unseen data. This phase follows the training and validation stages and involves applying the learned patterns or rules from the training data to derive insights or decisions from the new data. Inference is crucial because it demonstrates the model's practical utility in real-world applications, whether for predicting future events, classifying data, recognizing patterns, or any other task for which the model was designed.
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!yolo task=detect mode=predict model="runs/detect/train15/weights/best.pt" conf=0.25 source="C:/Users/Marcus/Desktop/Share Folder/Yolov8/crack-2/test/images" save=True
Ultralytics YOLOv8.0.196 Python-3.10.11 torch-2.0.1+cu117 CUDA:0 (NVIDIA GeForce RTX 4070 Ti, 12282MiB)
Model summary (fused): 168 layers, 11125971 parameters, 0 gradients, 28.4 GFLOPs
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image 2/112 C:\Users\Marcus\Desktop\Share Folder\Yolov8\crack-2\test\images\1675.rf.e3aa3f8d28d0247ef0284dd46dacc29f.jpg: 800x800 1 crack, 7.0ms
image 3/112 C:\Users\Marcus\Desktop\Share Folder\Yolov8\crack-2\test\images\1686.rf.809fb1b51c607e5cf787e44ef4ddd7b8.jpg: 800x800 1 crack, 7.5ms
image 4/112 C:\Users\Marcus\Desktop\Share Folder\Yolov8\crack-2\test\images\1706.rf.011d213c21ec78896c36728dcbc156f5.jpg: 800x800 (no detections), 6.5ms
image 5/112 C:\Users\Marcus\Desktop\Share Folder\Yolov8\crack-2\test\images\1716.rf.85ea38b36008beaa72c5d8541f734eb0.jpg: 800x800 2 cracks, 6.5ms
image 6/112 C:\Users\Marcus\Desktop\Share Folder\Yolov8\crack-2\test\images\1722.rf.38b38f2e833309a4f35bfbf0432dffff.jpg: 800x800 2 cracks, 6.5ms
image 7/112 C:\Users\Marcus\Desktop\Share Folder\Yolov8\crack-2\test\images\1794.rf.7a03ca09d05e9e2941f768bc8570cb54.jpg: 800x800 (no detections), 5.5ms
image 8/112 C:\Users\Marcus\Desktop\Share Folder\Yolov8\crack-2\test\images\1804.rf.7e39a73f7b0d1c4bdf8094006e0cf495.jpg: 800x800 2 cracks, 6.0ms
image 9/112 C:\Users\Marcus\Desktop\Share Folder\Yolov8\crack-2\test\images\1806.rf.8c87862452f4ce0232a666c180ec9942.jpg: 800x800 1 crack, 6.5ms
image 10/112 C:\Users\Marcus\Desktop\Share Folder\Yolov8\crack-2\test\images\1813.rf.79f1af872f76dd8b46df4a83ed5f54c6.jpg: 800x800 5 cracks, 7.0ms
image 11/112 C:\Users\Marcus\Desktop\Share Folder\Yolov8\crack-2\test\images\1818.rf.7e52c1687bfb625e86c54c9d71a66d99.jpg: 800x800 1 crack, 9.0ms
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image 13/112 C:\Users\Marcus\Desktop\Share Folder\Yolov8\crack-2\test\images\1839.rf.3495cbba8ee9a583ed0dff8d0e5fc0f7.jpg: 800x800 (no detections), 6.0ms
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image 17/112 C:\Users\Marcus\Desktop\Share Folder\Yolov8\crack-2\test\images\1960.rf.a23272eb27c0f5ab6327f98571919ad9.jpg: 800x800 1 crack, 6.5ms
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image 19/112 C:\Users\Marcus\Desktop\Share Folder\Yolov8\crack-2\test\images\1979.rf.d3ee9d85b659ee844d1c26680f05d419.jpg: 800x800 1 crack, 6.2ms
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image 28/112 C:\Users\Marcus\Desktop\Share Folder\Yolov8\crack-2\test\images\2091.rf.ab9d969f82e8610c30ec3f7576494f44.jpg: 800x800 3 cracks, 6.1ms
image 29/112 C:\Users\Marcus\Desktop\Share Folder\Yolov8\crack-2\test\images\2137.rf.44786d7aeaf45f9497f47125a5bab284.jpg: 800x800 1 crack, 7.0ms
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image 31/112 C:\Users\Marcus\Desktop\Share Folder\Yolov8\crack-2\test\images\2197.rf.b97a6e0452cf8a431fdcb24bfb4d643d.jpg: 800x800 1 crack, 6.5ms
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image 37/112 C:\Users\Marcus\Desktop\Share Folder\Yolov8\crack-2\test\images\2243.rf.97ce3609d517af6979f6d5db3295814f.jpg: 800x800 5 cracks, 8.5ms
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image 44/112 C:\Users\Marcus\Desktop\Share Folder\Yolov8\crack-2\test\images\2363.rf.66dcd237b513dd108c4b8e9ffec97d8d.jpg: 800x800 3 cracks, 7.5ms
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image 51/112 C:\Users\Marcus\Desktop\Share Folder\Yolov8\crack-2\test\images\2416.rf.0daa5b77c15dedd67a5b013075476db8.jpg: 800x800 1 crack, 6.5ms
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image 53/112 C:\Users\Marcus\Desktop\Share Folder\Yolov8\crack-2\test\images\2437.rf.0d98e6b224e34447aafdf882383ea14a.jpg: 800x800 1 crack, 8.5ms
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image 55/112 C:\Users\Marcus\Desktop\Share Folder\Yolov8\crack-2\test\images\2470.rf.3bba055020993dc304c435353cfd1818.jpg: 800x800 1 crack, 6.0ms
image 56/112 C:\Users\Marcus\Desktop\Share Folder\Yolov8\crack-2\test\images\2506.rf.0293f921d67e517ebc9ee35b7c32dc63.jpg: 800x800 1 crack, 8.5ms
image 57/112 C:\Users\Marcus\Desktop\Share Folder\Yolov8\crack-2\test\images\2515.rf.ff5e3199ed1dd044ecd274b38761e272.jpg: 800x800 2 cracks, 8.5ms
image 58/112 C:\Users\Marcus\Desktop\Share Folder\Yolov8\crack-2\test\images\2531.rf.5984304ff6cfd2e3dd5c21f219d415e9.jpg: 800x800 1 crack, 7.5ms
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image 60/112 C:\Users\Marcus\Desktop\Share Folder\Yolov8\crack-2\test\images\2555.rf.8ce6a08bbea2d1ea1693f796bd43e9a3.jpg: 800x800 2 cracks, 6.5ms
image 61/112 C:\Users\Marcus\Desktop\Share Folder\Yolov8\crack-2\test\images\2575.rf.702ecb64c7c46731d4c1896e1221bcb7.jpg: 800x800 1 crack, 7.0ms
image 62/112 C:\Users\Marcus\Desktop\Share Folder\Yolov8\crack-2\test\images\2584.rf.ae6d3c785f229ad271065776e4263d7f.jpg: 800x800 3 cracks, 7.5ms
image 63/112 C:\Users\Marcus\Desktop\Share Folder\Yolov8\crack-2\test\images\3018.rf.8080fab394ada475a530ab47db3dc637.jpg: 800x800 1 crack, 8.1ms
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image 93/112 C:\Users\Marcus\Desktop\Share Folder\Yolov8\crack-2\test\images\3306.rf.b72adcdf677fa01eeccf1247826ff0d8.jpg: 800x800 2 cracks, 9.1ms
image 94/112 C:\Users\Marcus\Desktop\Share Folder\Yolov8\crack-2\test\images\3313.rf.5f0a7ba195fe30e2ed30165df414b94e.jpg: 800x800 1 crack, 7.5ms
image 95/112 C:\Users\Marcus\Desktop\Share Folder\Yolov8\crack-2\test\images\3351.rf.1c54d04ac035ecc049785b24e7435668.jpg: 800x800 1 crack, 8.5ms
image 96/112 C:\Users\Marcus\Desktop\Share Folder\Yolov8\crack-2\test\images\3354.rf.0a71b77956ae50ad6ea1195c2ac55cd0.jpg: 800x800 1 crack, 7.1ms
image 97/112 C:\Users\Marcus\Desktop\Share Folder\Yolov8\crack-2\test\images\3376.rf.06fe7c72959b6ae5c03d19165ea3d515.jpg: 800x800 1 crack, 7.0ms
image 98/112 C:\Users\Marcus\Desktop\Share Folder\Yolov8\crack-2\test\images\3443.rf.ae3196f72376757297122e81626f6f60.jpg: 800x800 1 crack, 7.1ms
image 99/112 C:\Users\Marcus\Desktop\Share Folder\Yolov8\crack-2\test\images\3456.rf.30895a89b64e39620e28cd70e6330319.jpg: 800x800 2 cracks, 6.5ms
image 100/112 C:\Users\Marcus\Desktop\Share Folder\Yolov8\crack-2\test\images\3481.rf.df8774688622b789d11a98521eb9ea1f.jpg: 800x800 1 crack, 6.5ms
image 101/112 C:\Users\Marcus\Desktop\Share Folder\Yolov8\crack-2\test\images\3498.rf.d6a2177504b9a25c571a3c936d1ae1a8.jpg: 800x800 2 cracks, 6.5ms
image 102/112 C:\Users\Marcus\Desktop\Share Folder\Yolov8\crack-2\test\images\3600.rf.b7b614527ef02e79cf9bac0f01499db1.jpg: 800x800 3 cracks, 6.1ms
image 103/112 C:\Users\Marcus\Desktop\Share Folder\Yolov8\crack-2\test\images\3808.rf.493b34c335bf6a7418b971aa62b7d0fd.jpg: 800x800 2 cracks, 8.5ms
image 104/112 C:\Users\Marcus\Desktop\Share Folder\Yolov8\crack-2\test\images\3813.rf.e15af5ed48e2b7af887d08311ef9a478.jpg: 800x800 2 cracks, 8.5ms
image 105/112 C:\Users\Marcus\Desktop\Share Folder\Yolov8\crack-2\test\images\3833.rf.e85ce14ff45661fe11e7d51a072cdef6.jpg: 800x800 3 cracks, 6.0ms
image 106/112 C:\Users\Marcus\Desktop\Share Folder\Yolov8\crack-2\test\images\3836.rf.5593476e218d3458202eb55d88f70676.jpg: 800x800 1 crack, 6.5ms
image 107/112 C:\Users\Marcus\Desktop\Share Folder\Yolov8\crack-2\test\images\3841.rf.10b7cdb473d0d68639078e98f220754a.jpg: 800x800 2 cracks, 6.0ms
image 108/112 C:\Users\Marcus\Desktop\Share Folder\Yolov8\crack-2\test\images\3848.rf.eebe99038cd40502695607594e000258.jpg: 800x800 1 crack, 7.5ms
image 109/112 C:\Users\Marcus\Desktop\Share Folder\Yolov8\crack-2\test\images\3852.rf.449ecbe5cec6616321519ad9291ee6ea.jpg: 800x800 1 crack, 6.0ms
image 110/112 C:\Users\Marcus\Desktop\Share Folder\Yolov8\crack-2\test\images\3872.rf.0e39fa77d324ee70da6d5e31e943678c.jpg: 800x800 1 crack, 8.5ms
image 111/112 C:\Users\Marcus\Desktop\Share Folder\Yolov8\crack-2\test\images\3885.rf.5d0b08090bb3c2fcd3bc8fe36db9e51a.jpg: 800x800 1 crack, 8.5ms
image 112/112 C:\Users\Marcus\Desktop\Share Folder\Yolov8\crack-2\test\images\3897.rf.94c81f86436f41e7bba4b2e66934a470.jpg: 800x800 3 cracks, 6.5ms
Speed: 2.7ms preprocess, 7.0ms inference, 1.4ms postprocess per image at shape (1, 3, 800, 800)
Results saved to runs\detect\predict
Learn more at https://docs.ultralytics.com/modes/predict
| Command Part | Explanation |
|---|---|
!yolo |
This indicates a shell command in environments like Jupyter Notebooks, calling the YOLO CLI. |
task=detect |
Specifies that the task to be performed is object detection. |
mode=predict |
Sets the mode to 'predict', indicating that the model should make predictions on the provided data. |
model="runs/detect/train15/weights/best.pt" |
Specifies the model file to use, in this case, the 'best.pt' which represents the best-trained model. |
conf=0.25 |
Sets the confidence threshold for predictions at 0.25. Predictions below this value will be ignored. |
source="C:/Users/Marcus/Desktop/Share Folder/Yolov8/crack-2/test/images" |
Specifies the location of the test images, where the model will apply its predictions. |
save=True |
Indicates that the results of the predictions should be saved, likely including annotated images. |
Visualizing a few results from the predictions made by the model on the test images.
In [ ]:
import glob
from IPython.display import Image, display
# Using forward slashes or double backslashes in the path
for image_path in glob.glob('runs/detect/predict4/*.jpg')[:3]:
display(Image(filename=image_path, width=600))
print("\n")
| Code Part | Explanation |
|---|---|
import glob |
Imports the glob module, which is used to find all the pathnames matching a specified pattern according to the rules used by the Unix shell. |
from IPython.display import Image, display |
Imports the Image class and display function from the IPython.display module, used for embedding images in Jupyter notebooks. |
for image_path in glob.glob('C*.jpg')[:3] |
Starts a loop over the first three JPEG files found in the directory for image_path in glob.glob('runs/detect/predict4/*.jpg')[:3]. The glob.glob function retrieves a list of file paths matching the pattern, and [:3] slices the list to include only the first three items. |
display(Image(filename=image_path, width=600)) |
Inside the loop, this line creates an Image object for each image_path and displays it in the notebook with a width of 600 pixels. The display function is used to render the image in the output cell of the notebook. |
print("\n") |
This line prints a newline character after each image to ensure there is space between consecutive images. This makes the output look cleaner and more organized in the notebook. |
Model Deployment¶
Lastly, we implement the model within a Python script to allow for easy execution and integration into our application. We have saved the most recent version of the model as crack-detect-v3.pt. This model will be used with OPENCV, in our crack-detect.py script to detect cracks on a live video feed.
In [ ]:
from ultralytics import YOLO
import cv2
import torch
# Check if CUDA is available
if torch.cuda.is_available():
print("CUDA is available!")
device = torch.device("cuda")
else:
print("CUDA is not available, using CPU instead.")
device = torch.device("cpu")
model = YOLO("crack-detect-v3.pt").to(device)
model.predict(source="0", show=True, conf=0.5)
| Code Line | Explanation |
|---|---|
from ultralytics import YOLO |
Imports the YOLO class from the Ultralytics library. |
import cv2 |
Imports OpenCV, a library used for computer vision tasks. |
import torch |
Imports PyTorch, a machine learning library used as the backend for the YOLO model. |
if torch.cuda.is_available(): |
Checks if CUDA is available on the system (CUDA is Nvidia's API for GPU acceleration). |
print("CUDA is available!") |
Prints a message to the console if CUDA is available. |
device = torch.device("cuda") |
Sets the device to GPU to utilize CUDA for computations. |
print("CUDA is not available, using CPU instead.") |
Prints a message to the console if CUDA is not available. |
device = torch.device("cpu") |
Sets the device to CPU for computations if CUDA is not available. |
model = YOLO("crack-detect-v3.pt").to(device) |
Loads the YOLO model from the specified .pt file and assigns it to the appropriate device (CPU or GPU). |
model.predict(source="0", show=True, conf=0.5) |
Calls the predict method on the model to perform detection on the specified source (likely the default webcam since the source is "0"), displays the predictions (show=True), and sets the confidence threshold to 0.5. |
This script is designed to initialize a YOLO model for crack detection and run predictions on a video source with a certain confidence threshold, while taking advantage of GPU acceleration if available.